{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1030,
     "status": "ok",
     "timestamp": 1528314480195,
     "user": {
      "displayName": "Nicholas Tucker",
      "photoUrl": "//lh5.googleusercontent.com/-SK4pN566-Lo/AAAAAAAAAAI/AAAAAAAACJw/XMl00Uy03gk/s50-c-k-no/photo.jpg",
      "userId": "101021799646106665401"
     },
     "user_tz": 240
    },
    "id": "J4ju1kvPpugE",
    "outputId": "1f202837-1209-42c4-a56b-08b7b2ade1f2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'resource_fbl_manager' from '../resource_fbl_manager.pyc'>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import scipy\n",
    "import math\n",
    "import json\n",
    "import pprint\n",
    "import time\n",
    "import copy\n",
    "from matplotlib import pyplot as plt\n",
    "import itertools\n",
    "import pandas as pd\n",
    "import cProfile\n",
    "import csv\n",
    "import inspect\n",
    "\n",
    "import sys\n",
    "sys.path.insert(0, '../../')\n",
    "sys.path.insert(0, '../')\n",
    "\n",
    "from mx_sys.power_calcs import power_calcs as makani_FBL\n",
    "from mx_sys.power_calcs import kite_pose\n",
    "from mx_sys.power_calcs import kite_loop\n",
    "from mx_sys.power_calcs import kite_path\n",
    "\n",
    "import m600_fbl_config_manager as cm\n",
    "import resource_fbl_manager as rm\n",
    "\n",
    "reload(makani_FBL)\n",
    "reload(cm)\n",
    "reload(rm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "HJLDKnoPpugL"
   },
   "source": [
    "# Setup Kite and Environment\n",
    "\n",
    "The easiest way to create a kite and resource is to use the managers.\n",
    "\n",
    "However, they are both just dictionaries. Required and optional elements of the dictionary are specified in the docstrings for the various objects that use them. You can always create, edit, and overwrite the various parts of the configs and resource however you'd like manually.\n",
    "\n",
    "There are a several options for aero models. There are 2 types:\n",
    "1. Body coefficient models\n",
    "    - Provide cx, cy, cz as a function of alpha and (optional) beta\n",
    "2. Aero coefficient models\n",
    "    - Provide cL, cY, cD as a function of alpha and (optional) beta\n",
    "    \n",
    "Either type must also return moment coefficients cl, cm, and cn.\n",
    "    \n",
    "See docstrings for details on how to name things, and error messages will point out missing functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "height": 714
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 932,
     "status": "ok",
     "timestamp": 1528314481152,
     "user": {
      "displayName": "Nicholas Tucker",
      "photoUrl": "//lh5.googleusercontent.com/-SK4pN566-Lo/AAAAAAAAAAI/AAAAAAAACJw/XMl00Uy03gk/s50-c-k-no/photo.jpg",
      "userId": "101021799646106665401"
     },
     "user_tz": 240
    },
    "id": "Qzmk6wvvpugM",
    "outputId": "8c6c1652-597d-4a7c-f4de-023e45c037c2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Resource:\n",
      "{'rho': 1.075,\n",
      " 'v_w_at_height': <function <lambda> at 0x115bcfaa0>,\n",
      " 'v_w_avg_h_ref': 8.0}\n",
      "\n",
      "Other Resource:\n",
      "{'rho': 1.075,\n",
      " 'v_w_at_height': <function <lambda> at 0x115bcfaa0>,\n",
      " 'v_w_avg_h_ref': 8.0}\n",
      "\n",
      "Base Kite:\n",
      "['alpha_min',\n",
      " 'cD_eff_tether',\n",
      " 'gs_position',\n",
      " 'eta_shaft_to_pad',\n",
      " 'bridle_moment_from_tether_pitch_roll',\n",
      " 'l_tether',\n",
      " 'v_a_max',\n",
      " 'incl_max',\n",
      " 'shaft_power_from_drag_power',\n",
      " 'rotor_thrust_center',\n",
      " 'cL_offset',\n",
      " 'v_a_min',\n",
      " 'alpha_max',\n",
      " 'm_kite',\n",
      " 'description',\n",
      " 'h_min',\n",
      " 'm_tether',\n",
      " 'body_coeff_from_alpha_beta',\n",
      " 'CG',\n",
      " 'tension_max',\n",
      " 'beta_max',\n",
      " 'c',\n",
      " 'b',\n",
      " 'cD_offset',\n",
      " 's',\n",
      " 'beta_min',\n",
      " 'inertia',\n",
      " 'power_shaft_max']\n",
      "\n",
      "                       'v_w_at_height': lambda h, v_w: v_w,\n",
      "\n",
      "  def v_w_at_height(height, v_w_at_ref):\n",
      "    v_w = v_w_at_ref * (height / h_ref)**shear\n",
      "    return v_w\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# using the resource and config managers\n",
    "resource = rm.GetResourceByName()\n",
    "other_resource = rm.MakeResourceByShearAndHref(0.2, 80., 1.075, 8.)\n",
    "\n",
    "base_kite = cm.GetConfigByName()\n",
    "#M600 does NOT SOLVE high winds with roll limits in place\n",
    "#removing those limits for a clean example\n",
    "base_kite.pop('roll_min')\n",
    "base_kite.pop('roll_max')\n",
    "\n",
    "print 'Resource:'\n",
    "pprint.pprint(resource)\n",
    "print\n",
    "print 'Other Resource:'\n",
    "pprint.pprint(resource)\n",
    "print\n",
    "print 'Base Kite:'\n",
    "pprint.pprint(base_kite.keys())\n",
    "print\n",
    "\n",
    "# example of resource functions\n",
    "print inspect.getsource(resource['v_w_at_height'])\n",
    "print inspect.getsource(other_resource['v_w_at_height'])\n",
    "\n",
    "# defining a config manually\n",
    "def rotors_simple(rho, v_a, force):\n",
    "    power_shaft = v_a * -force\n",
    "    out = {'power_shaft': power_shaft}\n",
    "    return out\n",
    "\n",
    "other_kite = {\n",
    "    'alpha_min': 0.,\n",
    "    'alpha_max': 7.,\n",
    "    'cD_eff_tether': 0.06,\n",
    "    'gs_position': (0.,0.,0.),\n",
    "    'eta_shaft_to_pad': lambda p: 0.82,\n",
    "    'bridle_moment_from_tether_pitch_roll': (\n",
    "        lambda p, r: np.array([0., 0., 0.])),\n",
    "    'l_tether': 430.,\n",
    "    'v_a_min': 30.,\n",
    "    'v_a_max': 70.,\n",
    "    'shaft_power_from_drag_power': rotors_simple,\n",
    "    'rotor_thrust_center': np.array([0., 0., 0.]),\n",
    "    'm_kite': 1200.,\n",
    "    'h_min': 80.,\n",
    "    'm_tether': 300.,\n",
    "    'aero_coeff_from_alpha_beta': lambda a, b, o: {\n",
    "        'cL': 0.11 * a, 'cY': 0.01 * b, 'cD': 0.05 + (0.04 * a)**2,\n",
    "        'cl': 0.1, 'cm': 0.2, 'cn': 0.},\n",
    "    'CG': np.array([0., 0., 0.]),\n",
    "    'tension_max': 250000.,\n",
    "    'beta_min': -5.,\n",
    "    'beta_max': 5.,\n",
    "    'c': 1.28,\n",
    "    'b': 25.66,\n",
    "    's': 32.9,\n",
    "    'inertia': np.array([[3000., 0., 0.],\n",
    "                         [0., 3000., 0.],\n",
    "                         [0., 0., 3000.]]),\n",
    "    'power_shaft_max': 900000.}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are several helper functions to plot things scattered about. As an example, we can inspect the aero database to find where the Loyd limit is.\n",
    "\n",
    "The Loyd limit is defined as:\n",
    "$\\zeta_{max} = \\frac{4}{27}\\frac{C_L^3}{C_D^2}$ \n",
    "\n",
    "$v_{a\\_best\\_power} \\approx v_{k\\_best\\_power} \\approx \\frac{2}{3}\\frac{L}{D} v_w$ \n",
    "\n",
    "Derivations won't be shown here, but results are below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max zeta 32.34 for cL of 3.10, cL/cD is 10.28 at alpha 9.33 and beta -2.61.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zeta, cL, L_over_D, alpha, beta = makani_FBL.calc_loyd_optimums(base_kite)\n",
    "\n",
    "plots = cm.PlotKiteAero(base_kite, keys=['zeta'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-_tB6xHHpugQ"
   },
   "source": [
    "# Create Path Object (optional)\n",
    "\n",
    "Section is optional as you don't need to know how to create a path object as they are usually created and managed by the higher level object, KiteLoop.  \n",
    "KitePath creates and holds all the path definition needed for the FBL model.\n",
    "\n",
    "You can create it by manually making the params, or by using the config manager helper function to make an entire set of args for the M600 by specifying a min height and a loop radius.\n",
    "\n",
    "A path mostly just contains the positions, but also has a few summary values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "height": 391
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1011,
     "status": "ok",
     "timestamp": 1528314482201,
     "user": {
      "displayName": "Nicholas Tucker",
      "photoUrl": "//lh5.googleusercontent.com/-SK4pN566-Lo/AAAAAAAAAAI/AAAAAAAACJw/XMl00Uy03gk/s50-c-k-no/photo.jpg",
      "userId": "101021799646106665401"
     },
     "user_tz": 240
    },
    "id": "di-morskpugR",
    "outputId": "ec5865da-0401-4974-9822-efb09e0b565c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Path_Args:\n",
      "{'location_params': {'azim': 0.0, 'incl': 0.4928164685071619},\n",
      " 'shape_params': {'r_loop': 130.0, 'type': 'circle'}}\n",
      "\n",
      "Example Position:\n",
      "{'azim': 0.0,\n",
      " 'crosswind_xy': array([-3.10862447e-15,  1.24174726e+02]),\n",
      " 'e_path_tangent': array([ 0., -1.,  0.]),\n",
      " 'e_tether_incl': array([ 0.71267988,  0.        , -0.70148941]),\n",
      " 'e_tether_rad': array([-0.70148941,  0.        , -0.71267988]),\n",
      " 'incl': 0.7933111042093014,\n",
      " 'loop_angle': -0.0,\n",
      " 'loop_angle_csim': 4.71238898038469,\n",
      " 'r_curv': 130.0,\n",
      " 'r_curv_hat': array([ 0.47310908,  0.        , -0.88100386]),\n",
      " 'segment_length': 45.378560551852566,\n",
      " 'xyz': array([308.09414798,   0.        , 329.06100303])}\n",
      "\n",
      "Example path summary data:\n",
      "Half cone angle: 17.22 deg\n",
      "Min height in loop: 100.0 m\n",
      "Virtual Hub Height: 214.53 m\n"
     ]
    }
   ],
   "source": [
    "# using config helper function to get args and splatting it into KitePath\n",
    "path_args = cm.GetPathArgsByR_LoopAndMinHeight(base_kite, 100., 130.)\n",
    "print 'Path_Args:'\n",
    "pprint.pprint(path_args)\n",
    "print\n",
    "\n",
    "path = kite_path.KitePath(config=base_kite, **path_args)\n",
    "\n",
    "# pull off one position to use later\n",
    "position = path.positions[0]\n",
    "\n",
    "# print some stuff from the path\n",
    "print 'Example Position:'\n",
    "pprint.pprint(position)\n",
    "print\n",
    "print 'Example path summary data:'\n",
    "print 'Half cone angle: %0.2f deg' % math.degrees(path.half_cone_angle)\n",
    "print('Min height in loop: %0.1f m' % path.h_min)\n",
    "print 'Virtual Hub Height: %0.2f m' % path.h_hub\n",
    "\n",
    "# make a path manually\n",
    "shape_params = {'type': 'circle',\n",
    "                'r_loop': 140.}\n",
    "location_params = {'azim': 0.,\n",
    "                   'incl': 0.}\n",
    "\n",
    "other_path = kite_path.KitePath(shape_params, location_params, base_kite)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "g3l_sNvYpugT"
   },
   "source": [
    "# Creating a KitePose object (optional)\n",
    "A KitePose is the base level object to complete a force balance. It is a single point model of a kite. There are many options here, but this section is optional as typical use only uses the higher level objects, which will manage KitePoses automatically.\n",
    "\n",
    "There are 2 solve options:\n",
    "1. Lift roll angle is not provided\n",
    "  - It is solved for to make the residual zero, if possible\n",
    "2. Lift roll angle is provided\n",
    "  - Orientation is fully specified, but the force balance is not likely\n",
    "  \n",
    "For either solution, you must specify a kite speed, either airspeed (v_a) or inertial speed (v_k), and optionally an acceleration along the flight path, body rates, and body accelerations. Gravity and curvature accelerations are applied as a result from the speed and path definition.\n",
    "\n",
    "Poses can always be solved, but user beware. Just because it solves doesn't mean all the constraints are valid or that the forces were able to be balanced. You need to check it yourself.\n",
    "\n",
    "Below shows running for a specified lift_roll_angle and without. As a solution fills the pose state, a new pose is needed each time - there is no way to reset a pose.\n",
    "\n",
    "pose.state is the holder for all the info about the pose. When in doubt about what pose info is available and what keys to use when accessing data from higher level objects, inspect this dictionary.\n",
    "\n",
    "## Important Note:\n",
    "**FBL will return solutions that aren't valid - ie: either some constraint is violated or the force balance wasn't possible with the parameters given.**  \n",
    "\n",
    "The results are just a function of the state provided. If no lift roll angle is provided, we can solve for the lift roll angle to meet the force balance, which usually works unless you lack enough lift.\n",
    "\n",
    "The user has information to determine the validity of the solve. Every object has a \"valid\" attribute that keeps track of this. Violated constraints will show up in KitePose.constraints_violated (also stored in state)."
   ]
  },
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     "timestamp": 1528314483201,
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      "displayName": "Nicholas Tucker",
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    "id": "vsm5IuzBpugU",
    "outputId": "2836f678-543e-4df7-e23a-8b5ff63c27f2",
    "scrolled": false
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Known aero state solution power: -92736.7181336149\n",
      "Pose is valid:  True\n",
      "\n",
      "Pose is not valid. Constraints violated are: \n",
      "[{'lim_type': 'zero', 'name': 'net_margin', 'margin_norm': -3.6592680409253364, 'value': 6340.190233737926, 'limit': 0.0, 'margin': -6340.190233737926}]\n",
      "Known aero state solution power: -87027.16274045788\n",
      "Pose is valid:  False\n",
      "\n",
      "Example of data stored in pose.state using solution from known tension solution.\n",
      "{'DCMf2b': array([[-0.9961947 , -0.00870106,  0.08672033],\n",
      "       [ 0.        ,  0.99500417,  0.09983342],\n",
      "       [-0.08715574,  0.09945352, -0.99121787]]),\n",
      " 'DCMg2a': array([[ 0.15      ,  0.988686  ,  0.        ],\n",
      "       [-0.63617175,  0.09651776,  0.76548666],\n",
      "       [ 0.75682594, -0.114823  ,  0.64345176]]),\n",
      " 'DCMg2b': array([[-0.08346748, -0.99493123,  0.05608052],\n",
      "       [-0.63617175,  0.09651776,  0.76548666],\n",
      "       [-0.76701936,  0.0282164 , -0.64100323]]),\n",
      " 'DCMg2f': array([[ 0.15      ,  0.988686  ,  0.        ],\n",
      "       [-0.70855006,  0.10749875,  0.69742443],\n",
      "       [ 0.68953377, -0.10461366,  0.71665833]]),\n",
      " 'accel_along_path': 0.0,\n",
      " 'accel_power': 117848.31042903606,\n",
      " 'aero_power': -561526.4109211424,\n",
      " 'alpha': 5.0,\n",
      " 'azim': 0.0,\n",
      " 'beta': 0.0,\n",
      " 'beta_inertial': 5.575698139723678,\n",
      " 'bridle_Mt': array([-0.05085718,  0.14793662,  0.01317932]),\n",
      " 'cD': 0.2540304679363336,\n",
      " 'cL': 2.656082231329928,\n",
      " 'cY': -0.05414346560000002,\n",
      " 'c_p': -0.03663183349477937,\n",
      " 'c_t': -0.007678709566835978,\n",
      " 'cl': array(0.00383008),\n",
      " 'cm': array(-0.28540073),\n",
      " 'cn': array(-0.00638667),\n",
      " 'constraints': [{'lim_type': 'min',\n",
      "                  'limit': -0.3,\n",
      "                  'margin': 0.292321290433164,\n",
      "                  'margin_norm': 0.9744043014438801,\n",
      "                  'name': 'rotor_stall_margin',\n",
      "                  'value': -0.007678709566835978},\n",
      "                 {'lim_type': 'min',\n",
      "                  'limit': 35.0,\n",
      "                  'margin': 15.0,\n",
      "                  'margin_norm': 0.42857142857142855,\n",
      "                  'name': 'v_a_min_margin',\n",
      "                  'value': 50.0},\n",
      "                 {'lim_type': 'max',\n",
      "                  'limit': 900000.0,\n",
      "                  'margin': 818194.4670239696,\n",
      "                  'margin_norm': 0.9091049633599663,\n",
      "                  'name': 'power_shaft_margin',\n",
      "                  'value': -81805.5329760304},\n",
      "                 {'lim_type': 'zero',\n",
      "                  'limit': 0.0,\n",
      "                  'margin': -6340.190233737926,\n",
      "                  'margin_norm': -3.6592680409253364,\n",
      "                  'name': 'net_margin',\n",
      "                  'value': 6340.190233737926},\n",
      "                 {'lim_type': 'min',\n",
      "                  'limit': 2728.855885306938,\n",
      "                  'margin': 111922.27557532856,\n",
      "                  'margin_norm': 41.014359233096584,\n",
      "                  'name': 'min_tension',\n",
      "                  'value': 114651.1314606355},\n",
      "                 {'lim_type': 'max',\n",
      "                  'limit': 260000.0,\n",
      "                  'margin': 145308.8614823814,\n",
      "                  'margin_norm': 0.5588802364706977,\n",
      "                  'name': 'max_tension',\n",
      "                  'value': 114691.1385176186},\n",
      "                 {'lim_type': 'max',\n",
      "                  'limit': 70.0,\n",
      "                  'margin': 20.0,\n",
      "                  'margin_norm': 0.2857142857142857,\n",
      "                  'name': 'v_a_max_margin',\n",
      "                  'value': 50.0},\n",
      "                 {'lim_type': 'max',\n",
      "                  'limit': 5.0,\n",
      "                  'margin': 0.0,\n",
      "                  'margin_norm': 0.0,\n",
      "                  'name': 'alpha_max_margin',\n",
      "                  'value': 5.0},\n",
      "                 {'lim_type': 'min',\n",
      "                  'limit': 0.0,\n",
      "                  'margin': 5.0,\n",
      "                  'margin_norm': 1.0,\n",
      "                  'name': 'alpha_min_margin',\n",
      "                  'value': 5.0},\n",
      "                 {'lim_type': 'max',\n",
      "                  'limit': 5.0,\n",
      "                  'margin': 5.0,\n",
      "                  'margin_norm': 1.0,\n",
      "                  'name': 'beta_max_margin',\n",
      "                  'value': 0.0},\n",
      "                 {'lim_type': 'min',\n",
      "                  'limit': -5.0,\n",
      "                  'margin': 5.0,\n",
      "                  'margin_norm': 1.0,\n",
      "                  'name': 'beta_min_margin',\n",
      "                  'value': 0.0},\n",
      "                 {'lim_type': 'min',\n",
      "                  'limit': 90.0,\n",
      "                  'margin': 239.0610030336524,\n",
      "                  'margin_norm': 2.656233367040582,\n",
      "                  'name': 'h_min_margin',\n",
      "                  'value': 329.0610030336524},\n",
      "                 {'lim_type': 'max',\n",
      "                  'limit': 1.0,\n",
      "                  'margin': 0.2066888957906986,\n",
      "                  'margin_norm': 0.2066888957906986,\n",
      "                  'name': 'incl_margin',\n",
      "                  'value': 0.7933111042093014}],\n",
      " 'constraints_violated': [{'lim_type': 'zero',\n",
      "                           'limit': 0.0,\n",
      "                           'margin': -6340.190233737926,\n",
      "                           'margin_norm': -3.6592680409253364,\n",
      "                           'name': 'net_margin',\n",
      "                           'value': 6340.190233737926}],\n",
      " 'crosswind_xy': array([-3.10862447e-15,  1.24174726e+02]),\n",
      " 'cx': array(0.07908062),\n",
      " 'cy': array(-0.05414347),\n",
      " 'cz': array(-2.78478686),\n",
      " 'e_path_tangent': array([ 0., -1.,  0.]),\n",
      " 'e_tether_incl': array([ 0.71267988,  0.        , -0.70148941]),\n",
      " 'e_tether_rad': array([-0.70148941,  0.        , -0.71267988]),\n",
      " 'eta_rotors': 0.2096184884638744,\n",
      " 'eta_shaft_to_pad': 0.94,\n",
      " 'flap_aero_coeffs': array([ 0.00164397, -0.02632355,  0.00610071]),\n",
      " 'forces': {'parts': {'centrifugal_vec': array([-15713.1080572 ,     -0.        ,  29260.28980076]),\n",
      "                      'drag_kite_vec': array([ 1684.57923276, 11103.4659847 ,     0.        ]),\n",
      "                      'lift_vec': array([ 88869.3294865 , -13482.94551349,  75556.50925751]),\n",
      "                      'rotors_force_vec': array([ 51.44385651, 339.07880365,   0.        ]),\n",
      "                      'side_lift_vec': array([ 1522.77171797,  -231.02962767, -1832.30621398]),\n",
      "                      'tether_accel_vec': array([-0.,  0., -0.]),\n",
      "                      'tether_centrifugal_vec': array([-1157.49434777,    -0.        ,  2155.4373543 ]),\n",
      "                      'tether_drag_vec': array([ 448.01780625, 2952.9928753 ,    0.        ]),\n",
      "                      'tether_eff_weight_vec': array([ 957.13174971,    0.        , -942.10290463]),\n",
      "                      'tether_tension_rad_vec': array([-81155.01359027,      0.        , -82449.63450807]),\n",
      "                      'v_k_accel_vec': array([-0.,  0., -0.]),\n",
      "                      'weight_vec': array([     0.     ,      0.     , -17326.38922])},\n",
      "            'type': {'aero': array([92076.68043724, -2610.50915647, 73724.20304353]),\n",
      "                     'gravity': array([     0.     ,      0.     , -17326.38922]),\n",
      "                     'inertial': array([-15713.1080572 ,      0.        ,  29260.28980076]),\n",
      "                     'residual': array([-4492.34214554,   681.56252248,  4421.80356589]),\n",
      "                     'rotors': array([ 51.44385651, 339.07880365,   0.        ]),\n",
      "                     'tether': array([-80907.35838209,   2952.9928753 , -81236.3000584 ])}},\n",
      " 'grav_mult': 1.0,\n",
      " 'gravity_power': 0.0,\n",
      " 'incl': 0.7933111042093014,\n",
      " 'k_rotor_drag_frac': 0.030538104418431862,\n",
      " 'kinetic_E': 2317835.7812499995,\n",
      " 'kite_axis': {'x': array([-0.08346748, -0.99493123,  0.05608052]),\n",
      "               'y': array([-0.63617175,  0.09651776,  0.76548666]),\n",
      "               'z': array([-0.76701936,  0.0282164 , -0.64100323])},\n",
      " 'kiting_angle': 0.15056825053841422,\n",
      " 'lift_roll_angle': -0.1,\n",
      " 'loop_angle': -0.0,\n",
      " 'loop_angle_csim': 4.71238898038469,\n",
      " 'moments': {'parts': {'inertial_angular_accel': array([0., 0., 0.])},\n",
      "             'type': {'aero': array([  4344.88576252, -16150.25649792,  -7245.12299131]),\n",
      "                      'bridle': array([-5832.86819983, 16967.01953842,  1511.55126829]),\n",
      "                      'gravity': array([ 641.07640114, 1472.7430837 ,    0.        ]),\n",
      "                      'inertial': array([-1082.63072263,  -790.10896289,  -581.38499812]),\n",
      "                      'residual': array([-1864.9422467 ,  1489.59710664, -6920.72100385]),\n",
      "                      'rotors': array([  64.59451209,   -9.80005467, -605.76428272])}},\n",
      " 'omega_hat': array([0., 0., 0.]),\n",
      " 'potential_E': 6331427.374206871,\n",
      " 'power': -87027.16274045788,\n",
      " 'power_shaft': -81805.5329760304,\n",
      " 'power_thrust': 17147.952170417124,\n",
      " 'pqr': array([0., 0., 0.]),\n",
      " 'pqr_dot': array([0., 0., 0.]),\n",
      " 'r_curv': 130.0,\n",
      " 'r_curv_hat': array([ 0.47310908,  0.        , -0.88100386]),\n",
      " 'r_curv_vec': array([  61.50418053,    0.        , -114.53050152]),\n",
      " 'rotor_force': -342.9590434083425,\n",
      " 'rotor_thrust_power': -17147.952170417124,\n",
      " 'segment_length': 45.378560551852566,\n",
      " 'tension': 114691.1385176186,\n",
      " 'tension_rad_min': 2728.855885306938,\n",
      " 'tether_catenary_angle': 0.02641380658805229,\n",
      " 'tether_catenary_direction': 2.9169869440333964,\n",
      " 'tether_pitch_angle': -0.006480752039765194,\n",
      " 'tether_power': 460826.0526625236,\n",
      " 'tether_roll_angle': 0.09106112433884711,\n",
      " 'total_E': 8649263.15545687,\n",
      " 'v_a': 50.0,\n",
      " 'v_a_hat': array([0.15    , 0.988686, 0.      ]),\n",
      " 'v_a_vec': array([ 7.5       , 49.43429983,  0.        ]),\n",
      " 'v_k': 49.43429983321297,\n",
      " 'v_k_hat': array([ 0., -1.,  0.]),\n",
      " 'v_k_vec': array([  0.        , -49.43429983,   0.        ]),\n",
      " 'v_w': 7.5,\n",
      " 'v_w_hat': array([1., 0., 0.]),\n",
      " 'v_w_vec': array([7.5, 0. , 0. ]),\n",
      " 'valid': False,\n",
      " 'xyz': array([308.09414798,   0.        , 329.06100303]),\n",
      " 'zeta_padmount': -11.665320306913502}\n"
     ]
    }
   ],
   "source": [
    "# standard solver\n",
    "\n",
    "# solving with a known aero state\n",
    "# using kite with body coefficient aero model and v_a\n",
    "pose = kite_pose.KitePose(position, resource, base_kite,\n",
    "                            v_a=50., alpha=5., beta=0.,\n",
    "                            v_w_at_h_ref=7.5, verbose=True)\n",
    "pose.solve(solve_type='unknown_roll')\n",
    "print 'Known aero state solution power:', pose.state['power']\n",
    "print 'Pose is valid: ', pose.valid\n",
    "print\n",
    "\n",
    "# solving with a known lift_roll_angle\n",
    "# using kite with aero coefficient aero model and v_k, with accel\n",
    "pose = kite_pose.KitePose(position, resource, base_kite,\n",
    "                            v_a=50., alpha=5., beta=0., lift_roll_angle=-0.1,\n",
    "                            v_w_at_h_ref=7.5, verbose=True)\n",
    "pose.solve(solve_type='full')\n",
    "print 'Known aero state solution power:', pose.state['power']\n",
    "print 'Pose is valid: ', pose.valid\n",
    "print\n",
    "\n",
    "\n",
    "print 'Example of data stored in pose.state using solution from known tension solution.'\n",
    "pprint.pprint(pose.state)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VCsRwl56pugX"
   },
   "source": [
    "# Creating KiteLoop objects\n",
    "\n",
    "KiteLoop objects are a container for a \"set\" of poses that define an entire loop. The KiteLoop applies accelerations to each pose to make them consistent with the speed strategy applied.\n",
    "\n",
    "Any necessary variable that isn't specified is determined by an optimizer, with a default seed. Alternatively, you can explictly define a variable to optimize over and set your own seed value and parameterization type. See docstring for parameterization types and usage.\n",
    "\n",
    "There are also optimization options, under the keyword arg 'opt_params'. Selection of optimization options is the single most finicky part of the process, and the most likely to cause errors or non-optimal results. There are a lot of options for the optimizer. See docstring for options, but defaults should be pretty good.\n",
    "\n",
    "Two frequently used ones are 'tol' and 'constraint_stiffness'.  \n",
    "'tol' is the convergence tolerance. Higher values will take longer to finish, but results will be smoother and make more power. Typical values are ~0.01 - 0.001.\n",
    "'constraint_stiffness' is a weighting factor for constraints. Higher values will make the model more quickly shy away from constraints violations, while lower ones will let the model optimize power first, then try and meet constraints, but can be harder to converge. Typical values are ~1. to 0.01.\n",
    "\n",
    "Note that at high wind speeds, you many need to provide a better seed, as this space is highly constrained. The KitePowerCurve handles this automatically by seeding loops with the previous loops best v_k strategy, which usually works well for finding a solution."
   ]
  },
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    "id": "o51mIt5YpugY",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing loop...\n",
      "Variables being optimized:  ['r_loop', 'azim', 'beta', 'v_a', 'alpha', 'incl']\n",
      "Initial seed is: \n",
      "{'alpha': array([3., 3., 3., 3., 3., 3.]),\n",
      " 'azim': array([0.]),\n",
      " 'beta': array([3., 3., 3., 3., 3., 3.]),\n",
      " 'incl': array([0.4]),\n",
      " 'r_loop': array([120]),\n",
      " 'v_a': array([40., 40., 40., 40., 40., 40.])}\n",
      "Parameterization types are: \n",
      "r_loop: value\n",
      "azim: value\n",
      "beta: spline\n",
      "v_a: spline\n",
      "alpha: spline\n",
      "incl: value\n",
      "Max iter: 700, calculating iter 0..100..\n",
      "Optimization complete in 151 iterations and 3.54s.\u001b[1m\n",
      "Converged to solution.\n",
      "\u001b[0mResults for optimization in normalized domain: \n",
      "[0.947, 0.628, 0.706, 0.855, 0.993, 0.993, 1.62, -0.023, 0.69, 0.767, -0.146, -0.159, 0.151, 0.613, -0.323, -0.337, 2.713, 3.997, 1.777, 0.272, -0.915]\n",
      "Results for optimization in parameter domain: \n",
      "{'alpha': array([4.89325448, 4.25567316, 4.4118248 , 4.70916857, 4.98599591,\n",
      "       4.98538519]),\n",
      " 'azim': array([-0.08100879]),\n",
      " 'beta': array([2.95434372, 4.37901376, 4.53301595, 2.70793468, 2.68105789,\n",
      "       3.30254813]),\n",
      " 'incl': array([0.43065049]),\n",
      " 'r_loop': array([113.5356601]),\n",
      " 'v_a': array([38.31454422, 53.56485822, 59.98312092, 48.88624973, 41.36212946,\n",
      "       35.42622785])}\n",
      "Results in pose domain: \n",
      "{'alpha': array([5.        , 4.95473599, 4.79938789, 4.55708445, 4.33022934,\n",
      "       4.22108832, 4.24948042, 4.3527779 , 4.46643928, 4.56435338,\n",
      "       4.6588393 , 4.76306053, 4.87117063, 4.95831328, 5.        ,\n",
      "       4.99921323, 4.9864063 , 4.99132609]),\n",
      " 'beta': array([3.05264992, 2.92065767, 3.08469067, 3.5552938 , 4.12490576,\n",
      "       4.58003958, 4.78902318, 4.70199937, 4.27873314, 3.61848371,\n",
      "       2.9600046 , 2.54106436, 2.43728397, 2.56213674, 2.82136997,\n",
      "       3.10517955, 3.28820999, 3.2520164 ]),\n",
      " 'v_a': array([35.10032405, 36.77403652, 40.35370343, 45.45768235, 50.99012249,\n",
      "       55.83581029, 59.14839718, 60.35039952, 58.91823805, 55.29926823,\n",
      "       50.91178027, 47.17355949, 44.51984397, 42.40332456, 40.25581913,\n",
      "       38.01161462, 36.10746703, 35.        ])}\n",
      "Results in path domain: \n",
      "{'num_pos': 18, 'r_loop': 113.53566009642459, 'type': 'circle'}\n",
      "{'azim': -0.08100878920153225, 'incl': 0.4306504866331267}\n",
      "Solving poses in loop...solved. Time is 0.0146s\n",
      "Loop solved, now calculating loop data.\n",
      "\u001b[1mLoop Valid: True \u001b[0m\n",
      "\u001b[1mLoop Mean Power is: 48689.8 W\u001b[0m\n",
      "Extracting pose data into DataFrame.\n",
      "\n",
      "Loop mean power: 48689.84 W\n",
      "Loop average v_a: 44.37 m/s\n",
      "Loop valid:  True\n",
      "\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DCMf2b</th>\n",
       "      <th>DCMg2a</th>\n",
       "      <th>DCMg2b</th>\n",
       "      <th>DCMg2f</th>\n",
       "      <th>accel_along_path</th>\n",
       "      <th>accel_power</th>\n",
       "      <th>aero_power</th>\n",
       "      <th>alpha</th>\n",
       "      <th>azim</th>\n",
       "      <th>beta</th>\n",
       "      <th>...</th>\n",
       "      <th>v_a_vec</th>\n",
       "      <th>v_k</th>\n",
       "      <th>v_k_hat</th>\n",
       "      <th>v_k_vec</th>\n",
       "      <th>v_w</th>\n",
       "      <th>v_w_hat</th>\n",
       "      <th>v_w_vec</th>\n",
       "      <th>valid</th>\n",
       "      <th>xyz</th>\n",
       "      <th>zeta_padmount</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[[-0.9947811186040963, -0.054404162039894684, ...</td>\n",
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       "      <td>[[-0.23604304011125754, -0.9716286336719836, 0...</td>\n",
       "      <td>[[0.3329618736345494, 0.9429402901063091, 0.0]...</td>\n",
       "      <td>1.841302</td>\n",
       "      <td>-46138.083362</td>\n",
       "      <td>-196759.904287</td>\n",
       "      <td>5.000000</td>\n",
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       "      <td>3.052650</td>\n",
       "      <td>...</td>\n",
       "      <td>[11.687069659390794, 33.097509738349515, 0.0]</td>\n",
       "      <td>33.206407</td>\n",
       "      <td>[-0.08092021593319032, -0.9967205820355701, 0.0]</td>\n",
       "      <td>[-2.687069659390793, -33.097509738349515, 0.0]</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[337.02740639357023, -27.362062138892924, 296....</td>\n",
       "      <td>1.539402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[[-0.9949691459140109, -0.05702754253457586, 0...</td>\n",
       "      <td>[[0.1793973520740274, 0.9348375874320658, 0.30...</td>\n",
       "      <td>[[-0.080471345480213, -0.9503615496675074, -0....</td>\n",
       "      <td>[[0.1793973520740274, 0.9348375874320658, 0.30...</td>\n",
       "      <td>3.707762</td>\n",
       "      <td>-156524.998650</td>\n",
       "      <td>-225596.312089</td>\n",
       "      <td>4.954736</td>\n",
       "      <td>-0.194397</td>\n",
       "      <td>2.920658</td>\n",
       "      <td>...</td>\n",
       "      <td>[6.597164777483622, 34.37775158425802, 11.2684...</td>\n",
       "      <td>36.257148</td>\n",
       "      <td>[0.06627204127146362, -0.9481647973455833, -0....</td>\n",
       "      <td>[2.4028352225163783, -34.37775158425802, -11.2...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[336.7341587235859, -66.29750078983427, 290.11...</td>\n",
       "      <td>9.034706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[[-0.995049917857215, -0.06717852735486136, 0....</td>\n",
       "      <td>[[0.013095278737786337, 0.8022974540751523, 0....</td>\n",
       "      <td>[[0.08601555328895787, -0.7945971318542476, -0...</td>\n",
       "      <td>[[0.013095278737786337, 0.8022974540751523, 0....</td>\n",
       "      <td>5.883635</td>\n",
       "      <td>-321100.051390</td>\n",
       "      <td>-296202.283145</td>\n",
       "      <td>4.799388</td>\n",
       "      <td>-0.287019</td>\n",
       "      <td>3.084691</td>\n",
       "      <td>...</td>\n",
       "      <td>[0.5284429944586577, 32.37567352076842, 24.082...</td>\n",
       "      <td>41.229958</td>\n",
       "      <td>[0.20547091222761749, -0.785246344673652, -0.5...</td>\n",
       "      <td>[8.471557005541342, -32.37567352076842, -24.08...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[342.1742896469598, -100.9993520621305, 272.20...</td>\n",
       "      <td>14.049380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[[-0.9949201716946232, -0.08071495174709728, 0...</td>\n",
       "      <td>[[-0.136481692860543, 0.5516653404679124, 0.82...</td>\n",
       "      <td>[[0.22902191644636472, -0.5120358454404291, -0...</td>\n",
       "      <td>[[-0.136481692860543, 0.5516653404679124, 0.82...</td>\n",
       "      <td>7.552263</td>\n",
       "      <td>-507792.827100</td>\n",
       "      <td>-419800.637633</td>\n",
       "      <td>4.557084</td>\n",
       "      <td>-0.346341</td>\n",
       "      <td>3.555294</td>\n",
       "      <td>...</td>\n",
       "      <td>[-6.204141440069046, 25.077427808167627, 37.40...</td>\n",
       "      <td>47.529732</td>\n",
       "      <td>[0.3198869587414187, -0.5276155938322943, -0.7...</td>\n",
       "      <td>[15.204141440069046, -25.077427808167627, -37....</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[352.6916390865513, -127.28206054756276, 244.7...</td>\n",
       "      <td>16.925409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[[-0.9945624399287444, -0.09285359200136822, 0...</td>\n",
       "      <td>[[-0.24162131920410393, 0.21803022879020112, 0...</td>\n",
       "      <td>[[0.31963400974796385, -0.1495372591075837, -0...</td>\n",
       "      <td>[[-0.24162131920410393, 0.21803022879020112, 0...</td>\n",
       "      <td>7.766862</td>\n",
       "      <td>-628685.427080</td>\n",
       "      <td>-588500.686104</td>\n",
       "      <td>4.330229</td>\n",
       "      <td>-0.369107</td>\n",
       "      <td>4.124906</td>\n",
       "      <td>...</td>\n",
       "      <td>[-12.320300661569124, 11.117388071773915, 48.2...</td>\n",
       "      <td>53.877249</td>\n",
       "      <td>[0.3957199170022975, -0.20634661559791168, -0....</td>\n",
       "      <td>[21.320300661569124, -11.117388071773915, -48....</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[367.01765948039935, -141.97554371132233, 211....</td>\n",
       "      <td>19.707279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[[-0.9941028726560526, -0.10154489008498696, 0...</td>\n",
       "      <td>[[-0.2870486303824679, -0.14786393863111164, 0...</td>\n",
       "      <td>[[0.3466401517067876, 0.23066616071806514, -0....</td>\n",
       "      <td>[[-0.2870486303824679, -0.14786393863111164, 0...</td>\n",
       "      <td>6.122931</td>\n",
       "      <td>-593927.366016</td>\n",
       "      <td>-771729.472686</td>\n",
       "      <td>4.221088</td>\n",
       "      <td>-0.357680</td>\n",
       "      <td>4.580040</td>\n",
       "      <td>...</td>\n",
       "      <td>[-16.02759287052329, -8.256102826388002, 52.84...</td>\n",
       "      <td>59.051963</td>\n",
       "      <td>[0.4238232130687236, 0.1398108098292863, -0.89...</td>\n",
       "      <td>[25.02759287052329, 8.256102826388002, -52.844...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[383.42442133946275, -143.3075506311438, 175.2...</td>\n",
       "      <td>25.350444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[[-0.9937693268171849, -0.10607670458633377, 0...</td>\n",
       "      <td>[[-0.26917782805653445, -0.4931336807903707, 0...</td>\n",
       "      <td>[[0.31159870669258394, 0.5710356623879012, -0....</td>\n",
       "      <td>[[-0.26917782805653445, -0.4931336807903707, 0...</td>\n",
       "      <td>2.842305</td>\n",
       "      <td>-368835.197385</td>\n",
       "      <td>-920722.715071</td>\n",
       "      <td>4.249480</td>\n",
       "      <td>-0.316806</td>\n",
       "      <td>4.789023</td>\n",
       "      <td>...</td>\n",
       "      <td>[-15.9214370847235, -29.168066811999868, 48.93...</td>\n",
       "      <td>62.178121</td>\n",
       "      <td>[0.40080717467460913, 0.4691049882032759, -0.7...</td>\n",
       "      <td>[24.9214370847235, 29.168066811999868, -48.931...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[399.9330270455217, -131.1174216141682, 141.58...</td>\n",
       "      <td>35.332680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[[-0.9937598780951791, -0.10603130290393105, 0...</td>\n",
       "      <td>[[-0.19322253181043558, -0.7708735564205573, 0...</td>\n",
       "      <td>[[0.22335635493766975, 0.8273270618602436, -0....</td>\n",
       "      <td>[[-0.19322253181043558, -0.7708735564205573, 0...</td>\n",
       "      <td>-1.526527</td>\n",
       "      <td>14220.079387</td>\n",
       "      <td>-982306.171783</td>\n",
       "      <td>4.352778</td>\n",
       "      <td>-0.252315</td>\n",
       "      <td>4.701999</td>\n",
       "      <td>...</td>\n",
       "      <td>[-11.661056991464179, -46.52252711113325, 36.6...</td>\n",
       "      <td>62.714191</td>\n",
       "      <td>[0.3294478757308339, 0.7418181817476717, -0.58...</td>\n",
       "      <td>[20.66105699146418, 46.52252711113325, -36.631...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[414.55229510935396, -106.87546612698641, 114....</td>\n",
       "      <td>48.720018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[[-0.9941844790311305, -0.10075324418895544, 0...</td>\n",
       "      <td>[[-0.0704415431499009, -0.9455759689533382, 0....</td>\n",
       "      <td>[[0.09551754658941648, 0.9716886266227386, -0....</td>\n",
       "      <td>[[-0.0704415431499009, -0.9455759689533382, 0....</td>\n",
       "      <td>-5.574606</td>\n",
       "      <td>389251.069055</td>\n",
       "      <td>-915509.119633</td>\n",
       "      <td>4.466439</td>\n",
       "      <td>-0.171055</td>\n",
       "      <td>4.278733</td>\n",
       "      <td>...</td>\n",
       "      <td>[-4.150291608046128, -55.711670034909595, 18.7...</td>\n",
       "      <td>60.225111</td>\n",
       "      <td>[0.21835230084110618, 0.9250571545029382, -0.3...</td>\n",
       "      <td>[13.150291608046128, 55.711670034909595, -18.7...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[425.51892604504354, -73.50562177451164, 96.22...</td>\n",
       "      <td>56.803195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[[-0.9948413240215737, -0.09166650186423397, 0...</td>\n",
       "      <td>[[0.08183665637810596, -0.9966457553578661, 1....</td>\n",
       "      <td>[[-0.05432636979018767, 0.9937286445464889, 0....</td>\n",
       "      <td>[[0.08183665637810596, -0.9966457553578661, 1....</td>\n",
       "      <td>-7.423892</td>\n",
       "      <td>537546.624060</td>\n",
       "      <td>-756400.402988</td>\n",
       "      <td>4.564353</td>\n",
       "      <td>-0.081009</td>\n",
       "      <td>3.618484</td>\n",
       "      <td>...</td>\n",
       "      <td>[4.525507212114589, -55.113780956012754, 6.153...</td>\n",
       "      <td>55.295117</td>\n",
       "      <td>[0.08092021593319038, 0.9967205820355701, -1.1...</td>\n",
       "      <td>[4.474492787885411, 55.113780956012754, -6.153...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[431.51018231151113, -35.03278427210375, 89.99...</td>\n",
       "      <td>48.347274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[[-0.995366226185496, -0.08205133470467814, 0....</td>\n",
       "      <td>[[0.24123292299763968, -0.922190230860667, -0....</td>\n",
       "      <td>[[-0.20599744412901172, 0.898098932998227, 0.3...</td>\n",
       "      <td>[[0.24123292299763968, -0.922190230860667, -0....</td>\n",
       "      <td>-6.752967</td>\n",
       "      <td>454135.888305</td>\n",
       "      <td>-590253.349923</td>\n",
       "      <td>4.658839</td>\n",
       "      <td>0.009038</td>\n",
       "      <td>2.960005</td>\n",
       "      <td>...</td>\n",
       "      <td>[12.281597569372856, -46.95034640005825, -15.3...</td>\n",
       "      <td>49.517074</td>\n",
       "      <td>[-0.06627204127146362, 0.9481647973455833, 0.3...</td>\n",
       "      <td>[-3.281597569372857, 46.95034640005825, 15.389...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[431.8034299814953, 3.9026543788376244, 96.221...</td>\n",
       "      <td>25.718506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[[-0.9955666988751619, -0.07475082784308096, 0...</td>\n",
       "      <td>[[0.38458779010694455, -0.7406549983215276, -0...</td>\n",
       "      <td>[[-0.3395222919733978, 0.7032312415925094, 0.6...</td>\n",
       "      <td>[[0.38458779010694455, -0.7406549983215276, -0...</td>\n",
       "      <td>-4.909367</td>\n",
       "      <td>299178.085110</td>\n",
       "      <td>-470764.206890</td>\n",
       "      <td>4.763061</td>\n",
       "      <td>0.090297</td>\n",
       "      <td>2.541064</td>\n",
       "      <td>...</td>\n",
       "      <td>[18.142374995791066, -34.93933262498943, -25.9...</td>\n",
       "      <td>44.494741</td>\n",
       "      <td>[-0.20547091222761724, 0.785246344673652, 0.58...</td>\n",
       "      <td>[-9.142374995791064, 34.93933262498943, 25.989...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[426.36329905812147, 38.60450565113379, 114.13...</td>\n",
       "      <td>-0.276692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[[-0.9954867853710337, -0.07052807771779242, 0...</td>\n",
       "      <td>[[0.49543529635494926, -0.4837276910564511, -0...</td>\n",
       "      <td>[[-0.44035658840264025, 0.43782949982934616, 0...</td>\n",
       "      <td>[[0.49543529635494926, -0.4837276910564511, -0...</td>\n",
       "      <td>-3.342767</td>\n",
       "      <td>193171.053390</td>\n",
       "      <td>-397558.124127</td>\n",
       "      <td>4.871171</td>\n",
       "      <td>0.154788</td>\n",
       "      <td>2.437284</td>\n",
       "      <td>...</td>\n",
       "      <td>[22.05670209287265, -21.535481331675804, -32.1...</td>\n",
       "      <td>40.816613</td>\n",
       "      <td>[-0.3198869587414186, 0.5276155938322946, 0.78...</td>\n",
       "      <td>[-13.056702092872651, 21.535481331675804, 32.1...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[415.84594961853, 64.88721413656609, 141.58460...</td>\n",
       "      <td>-22.432213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[[-0.9952619165602986, -0.06840559633867556, 0...</td>\n",
       "      <td>[[0.5671402810262711, -0.18505745937359644, -0...</td>\n",
       "      <td>[[-0.5023488126093794, 0.1339751525031852, 0.8...</td>\n",
       "      <td>[[0.5671402810262711, -0.18505745937359644, -0...</td>\n",
       "      <td>-2.502357</td>\n",
       "      <td>153100.912334</td>\n",
       "      <td>-345183.791649</td>\n",
       "      <td>4.958313</td>\n",
       "      <td>0.195663</td>\n",
       "      <td>2.562137</td>\n",
       "      <td>...</td>\n",
       "      <td>[24.048633408392487, -7.8470515123893225, -34....</td>\n",
       "      <td>38.028496</td>\n",
       "      <td>[-0.3957199170022975, 0.20634661559791168, 0.8...</td>\n",
       "      <td>[-15.048633408392487, 7.8470515123893225, 34.0...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[401.519929224682, 79.58069730032568, 175.2540...</td>\n",
       "      <td>-32.439116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[[-0.9949871587583329, -0.06733058247036168, 0...</td>\n",
       "      <td>[[0.5984538926139716, 0.12366665243525295, -0....</td>\n",
       "      <td>[[-0.524399239517797, -0.17688793138065861, 0....</td>\n",
       "      <td>[[0.5984538926139716, 0.12366665243525295, -0....</td>\n",
       "      <td>-2.037090</td>\n",
       "      <td>140563.674191</td>\n",
       "      <td>-296383.089590</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.207089</td>\n",
       "      <td>2.821370</td>\n",
       "      <td>...</td>\n",
       "      <td>[24.09125165912623, 4.978302392931615, -31.864...</td>\n",
       "      <td>35.607421</td>\n",
       "      <td>[-0.42382321306872356, -0.1398108098292859, 0....</td>\n",
       "      <td>[-15.091251659126227, -4.978302392931615, 31.8...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[385.11316736561866, 80.91270422014713, 211.08...</td>\n",
       "      <td>-32.284561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[[-0.9947332575767017, -0.06589965241741837, 0...</td>\n",
       "      <td>[[0.589997283306659, 0.4134177588807497, -0.69...</td>\n",
       "      <td>[[-0.5072821429262102, -0.4650830310615589, 0....</td>\n",
       "      <td>[[0.589997283306659, 0.4134177588807497, -0.69...</td>\n",
       "      <td>-1.477510</td>\n",
       "      <td>118549.624947</td>\n",
       "      <td>-249969.321686</td>\n",
       "      <td>4.999213</td>\n",
       "      <td>0.184324</td>\n",
       "      <td>3.105180</td>\n",
       "      <td>...</td>\n",
       "      <td>[22.42674935928544, 15.714676527208734, -26.36...</td>\n",
       "      <td>33.499274</td>\n",
       "      <td>[-0.4008071746746092, -0.4691049882032754, 0.7...</td>\n",
       "      <td>[-13.426749359285441, -15.714676527208734, 26....</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[368.6045616595596, 68.72257520317157, 244.753...</td>\n",
       "      <td>-26.594939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[[-0.9945752197563891, -0.06286406749056882, 0...</td>\n",
       "      <td>[[0.5423973418122535, 0.660066889921383, -0.51...</td>\n",
       "      <td>[[-0.4524061881881556, -0.7063175681238518, 0....</td>\n",
       "      <td>[[0.5423973418122535, 0.660066889921383, -0.51...</td>\n",
       "      <td>-0.647880</td>\n",
       "      <td>78731.231595</td>\n",
       "      <td>-214393.055309</td>\n",
       "      <td>4.986406</td>\n",
       "      <td>0.125002</td>\n",
       "      <td>3.288210</td>\n",
       "      <td>...</td>\n",
       "      <td>[19.58459413449272, 23.833343462811058, -18.76...</td>\n",
       "      <td>32.128282</td>\n",
       "      <td>[-0.32944787573083395, -0.7418181817476717, 0....</td>\n",
       "      <td>[-10.58459413449272, -23.833343462811058, 18.7...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[353.9852935957272, 44.480619715989775, 272.20...</td>\n",
       "      <td>-18.279308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[[-0.9946036623403357, -0.057953744728922174, ...</td>\n",
       "      <td>[[0.4562485874859379, 0.8435183858695842, -0.2...</td>\n",
       "      <td>[[-0.3616671501308251, -0.8815617694258042, 0....</td>\n",
       "      <td>[[0.4562485874859379, 0.8435183858695842, -0.2...</td>\n",
       "      <td>0.439191</td>\n",
       "      <td>25540.032548</td>\n",
       "      <td>-195260.508918</td>\n",
       "      <td>4.991326</td>\n",
       "      <td>0.032380</td>\n",
       "      <td>3.252016</td>\n",
       "      <td>...</td>\n",
       "      <td>[15.968700562007829, 29.523143505435453, -9.91...</td>\n",
       "      <td>31.914940</td>\n",
       "      <td>[-0.21835230084110607, -0.9250571545029385, 0....</td>\n",
       "      <td>[-6.968700562007828, -29.523143505435453, 9.91...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>[1.0, 0.0, 0.0]</td>\n",
       "      <td>[9.0, 0.0, 0.0]</td>\n",
       "      <td>True</td>\n",
       "      <td>[343.0186626600377, 11.110775363514957, 290.11...</td>\n",
       "      <td>-8.396683</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18 rows × 83 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               DCMf2b  \\\n",
       "0   [[-0.9947811186040963, -0.054404162039894684, ...   \n",
       "1   [[-0.9949691459140109, -0.05702754253457586, 0...   \n",
       "2   [[-0.995049917857215, -0.06717852735486136, 0....   \n",
       "3   [[-0.9949201716946232, -0.08071495174709728, 0...   \n",
       "4   [[-0.9945624399287444, -0.09285359200136822, 0...   \n",
       "5   [[-0.9941028726560526, -0.10154489008498696, 0...   \n",
       "6   [[-0.9937693268171849, -0.10607670458633377, 0...   \n",
       "7   [[-0.9937598780951791, -0.10603130290393105, 0...   \n",
       "8   [[-0.9941844790311305, -0.10075324418895544, 0...   \n",
       "9   [[-0.9948413240215737, -0.09166650186423397, 0...   \n",
       "10  [[-0.995366226185496, -0.08205133470467814, 0....   \n",
       "11  [[-0.9955666988751619, -0.07475082784308096, 0...   \n",
       "12  [[-0.9954867853710337, -0.07052807771779242, 0...   \n",
       "13  [[-0.9952619165602986, -0.06840559633867556, 0...   \n",
       "14  [[-0.9949871587583329, -0.06733058247036168, 0...   \n",
       "15  [[-0.9947332575767017, -0.06589965241741837, 0...   \n",
       "16  [[-0.9945752197563891, -0.06286406749056882, 0...   \n",
       "17  [[-0.9946036623403357, -0.057953744728922174, ...   \n",
       "\n",
       "                                               DCMg2a  \\\n",
       "0   [[0.3329618736345494, 0.9429402901063091, 0.0]...   \n",
       "1   [[0.1793973520740274, 0.9348375874320658, 0.30...   \n",
       "2   [[0.013095278737786337, 0.8022974540751523, 0....   \n",
       "3   [[-0.136481692860543, 0.5516653404679124, 0.82...   \n",
       "4   [[-0.24162131920410393, 0.21803022879020112, 0...   \n",
       "5   [[-0.2870486303824679, -0.14786393863111164, 0...   \n",
       "6   [[-0.26917782805653445, -0.4931336807903707, 0...   \n",
       "7   [[-0.19322253181043558, -0.7708735564205573, 0...   \n",
       "8   [[-0.0704415431499009, -0.9455759689533382, 0....   \n",
       "9   [[0.08183665637810596, -0.9966457553578661, 1....   \n",
       "10  [[0.24123292299763968, -0.922190230860667, -0....   \n",
       "11  [[0.38458779010694455, -0.7406549983215276, -0...   \n",
       "12  [[0.49543529635494926, -0.4837276910564511, -0...   \n",
       "13  [[0.5671402810262711, -0.18505745937359644, -0...   \n",
       "14  [[0.5984538926139716, 0.12366665243525295, -0....   \n",
       "15  [[0.589997283306659, 0.4134177588807497, -0.69...   \n",
       "16  [[0.5423973418122535, 0.660066889921383, -0.51...   \n",
       "17  [[0.4562485874859379, 0.8435183858695842, -0.2...   \n",
       "\n",
       "                                               DCMg2b  \\\n",
       "0   [[-0.23604304011125754, -0.9716286336719836, 0...   \n",
       "1   [[-0.080471345480213, -0.9503615496675074, -0....   \n",
       "2   [[0.08601555328895787, -0.7945971318542476, -0...   \n",
       "3   [[0.22902191644636472, -0.5120358454404291, -0...   \n",
       "4   [[0.31963400974796385, -0.1495372591075837, -0...   \n",
       "5   [[0.3466401517067876, 0.23066616071806514, -0....   \n",
       "6   [[0.31159870669258394, 0.5710356623879012, -0....   \n",
       "7   [[0.22335635493766975, 0.8273270618602436, -0....   \n",
       "8   [[0.09551754658941648, 0.9716886266227386, -0....   \n",
       "9   [[-0.05432636979018767, 0.9937286445464889, 0....   \n",
       "10  [[-0.20599744412901172, 0.898098932998227, 0.3...   \n",
       "11  [[-0.3395222919733978, 0.7032312415925094, 0.6...   \n",
       "12  [[-0.44035658840264025, 0.43782949982934616, 0...   \n",
       "13  [[-0.5023488126093794, 0.1339751525031852, 0.8...   \n",
       "14  [[-0.524399239517797, -0.17688793138065861, 0....   \n",
       "15  [[-0.5072821429262102, -0.4650830310615589, 0....   \n",
       "16  [[-0.4524061881881556, -0.7063175681238518, 0....   \n",
       "17  [[-0.3616671501308251, -0.8815617694258042, 0....   \n",
       "\n",
       "                                               DCMg2f  accel_along_path  \\\n",
       "0   [[0.3329618736345494, 0.9429402901063091, 0.0]...          1.841302   \n",
       "1   [[0.1793973520740274, 0.9348375874320658, 0.30...          3.707762   \n",
       "2   [[0.013095278737786337, 0.8022974540751523, 0....          5.883635   \n",
       "3   [[-0.136481692860543, 0.5516653404679124, 0.82...          7.552263   \n",
       "4   [[-0.24162131920410393, 0.21803022879020112, 0...          7.766862   \n",
       "5   [[-0.2870486303824679, -0.14786393863111164, 0...          6.122931   \n",
       "6   [[-0.26917782805653445, -0.4931336807903707, 0...          2.842305   \n",
       "7   [[-0.19322253181043558, -0.7708735564205573, 0...         -1.526527   \n",
       "8   [[-0.0704415431499009, -0.9455759689533382, 0....         -5.574606   \n",
       "9   [[0.08183665637810596, -0.9966457553578661, 1....         -7.423892   \n",
       "10  [[0.24123292299763968, -0.922190230860667, -0....         -6.752967   \n",
       "11  [[0.38458779010694455, -0.7406549983215276, -0...         -4.909367   \n",
       "12  [[0.49543529635494926, -0.4837276910564511, -0...         -3.342767   \n",
       "13  [[0.5671402810262711, -0.18505745937359644, -0...         -2.502357   \n",
       "14  [[0.5984538926139716, 0.12366665243525295, -0....         -2.037090   \n",
       "15  [[0.589997283306659, 0.4134177588807497, -0.69...         -1.477510   \n",
       "16  [[0.5423973418122535, 0.660066889921383, -0.51...         -0.647880   \n",
       "17  [[0.4562485874859379, 0.8435183858695842, -0.2...          0.439191   \n",
       "\n",
       "      accel_power     aero_power     alpha      azim      beta      ...       \\\n",
       "0   -46138.083362 -196759.904287  5.000000 -0.081009  3.052650      ...        \n",
       "1  -156524.998650 -225596.312089  4.954736 -0.194397  2.920658      ...        \n",
       "2  -321100.051390 -296202.283145  4.799388 -0.287019  3.084691      ...        \n",
       "3  -507792.827100 -419800.637633  4.557084 -0.346341  3.555294      ...        \n",
       "4  -628685.427080 -588500.686104  4.330229 -0.369107  4.124906      ...        \n",
       "5  -593927.366016 -771729.472686  4.221088 -0.357680  4.580040      ...        \n",
       "6  -368835.197385 -920722.715071  4.249480 -0.316806  4.789023      ...        \n",
       "7    14220.079387 -982306.171783  4.352778 -0.252315  4.701999      ...        \n",
       "8   389251.069055 -915509.119633  4.466439 -0.171055  4.278733      ...        \n",
       "9   537546.624060 -756400.402988  4.564353 -0.081009  3.618484      ...        \n",
       "10  454135.888305 -590253.349923  4.658839  0.009038  2.960005      ...        \n",
       "11  299178.085110 -470764.206890  4.763061  0.090297  2.541064      ...        \n",
       "12  193171.053390 -397558.124127  4.871171  0.154788  2.437284      ...        \n",
       "13  153100.912334 -345183.791649  4.958313  0.195663  2.562137      ...        \n",
       "14  140563.674191 -296383.089590  5.000000  0.207089  2.821370      ...        \n",
       "15  118549.624947 -249969.321686  4.999213  0.184324  3.105180      ...        \n",
       "16   78731.231595 -214393.055309  4.986406  0.125002  3.288210      ...        \n",
       "17   25540.032548 -195260.508918  4.991326  0.032380  3.252016      ...        \n",
       "\n",
       "                                              v_a_vec        v_k  \\\n",
       "0       [11.687069659390794, 33.097509738349515, 0.0]  33.206407   \n",
       "1   [6.597164777483622, 34.37775158425802, 11.2684...  36.257148   \n",
       "2   [0.5284429944586577, 32.37567352076842, 24.082...  41.229958   \n",
       "3   [-6.204141440069046, 25.077427808167627, 37.40...  47.529732   \n",
       "4   [-12.320300661569124, 11.117388071773915, 48.2...  53.877249   \n",
       "5   [-16.02759287052329, -8.256102826388002, 52.84...  59.051963   \n",
       "6   [-15.9214370847235, -29.168066811999868, 48.93...  62.178121   \n",
       "7   [-11.661056991464179, -46.52252711113325, 36.6...  62.714191   \n",
       "8   [-4.150291608046128, -55.711670034909595, 18.7...  60.225111   \n",
       "9   [4.525507212114589, -55.113780956012754, 6.153...  55.295117   \n",
       "10  [12.281597569372856, -46.95034640005825, -15.3...  49.517074   \n",
       "11  [18.142374995791066, -34.93933262498943, -25.9...  44.494741   \n",
       "12  [22.05670209287265, -21.535481331675804, -32.1...  40.816613   \n",
       "13  [24.048633408392487, -7.8470515123893225, -34....  38.028496   \n",
       "14  [24.09125165912623, 4.978302392931615, -31.864...  35.607421   \n",
       "15  [22.42674935928544, 15.714676527208734, -26.36...  33.499274   \n",
       "16  [19.58459413449272, 23.833343462811058, -18.76...  32.128282   \n",
       "17  [15.968700562007829, 29.523143505435453, -9.91...  31.914940   \n",
       "\n",
       "                                              v_k_hat  \\\n",
       "0    [-0.08092021593319032, -0.9967205820355701, 0.0]   \n",
       "1   [0.06627204127146362, -0.9481647973455833, -0....   \n",
       "2   [0.20547091222761749, -0.785246344673652, -0.5...   \n",
       "3   [0.3198869587414187, -0.5276155938322943, -0.7...   \n",
       "4   [0.3957199170022975, -0.20634661559791168, -0....   \n",
       "5   [0.4238232130687236, 0.1398108098292863, -0.89...   \n",
       "6   [0.40080717467460913, 0.4691049882032759, -0.7...   \n",
       "7   [0.3294478757308339, 0.7418181817476717, -0.58...   \n",
       "8   [0.21835230084110618, 0.9250571545029382, -0.3...   \n",
       "9   [0.08092021593319038, 0.9967205820355701, -1.1...   \n",
       "10  [-0.06627204127146362, 0.9481647973455833, 0.3...   \n",
       "11  [-0.20547091222761724, 0.785246344673652, 0.58...   \n",
       "12  [-0.3198869587414186, 0.5276155938322946, 0.78...   \n",
       "13  [-0.3957199170022975, 0.20634661559791168, 0.8...   \n",
       "14  [-0.42382321306872356, -0.1398108098292859, 0....   \n",
       "15  [-0.4008071746746092, -0.4691049882032754, 0.7...   \n",
       "16  [-0.32944787573083395, -0.7418181817476717, 0....   \n",
       "17  [-0.21835230084110607, -0.9250571545029385, 0....   \n",
       "\n",
       "                                              v_k_vec  v_w          v_w_hat  \\\n",
       "0      [-2.687069659390793, -33.097509738349515, 0.0]  9.0  [1.0, 0.0, 0.0]   \n",
       "1   [2.4028352225163783, -34.37775158425802, -11.2...  9.0  [1.0, 0.0, 0.0]   \n",
       "2   [8.471557005541342, -32.37567352076842, -24.08...  9.0  [1.0, 0.0, 0.0]   \n",
       "3   [15.204141440069046, -25.077427808167627, -37....  9.0  [1.0, 0.0, 0.0]   \n",
       "4   [21.320300661569124, -11.117388071773915, -48....  9.0  [1.0, 0.0, 0.0]   \n",
       "5   [25.02759287052329, 8.256102826388002, -52.844...  9.0  [1.0, 0.0, 0.0]   \n",
       "6   [24.9214370847235, 29.168066811999868, -48.931...  9.0  [1.0, 0.0, 0.0]   \n",
       "7   [20.66105699146418, 46.52252711113325, -36.631...  9.0  [1.0, 0.0, 0.0]   \n",
       "8   [13.150291608046128, 55.711670034909595, -18.7...  9.0  [1.0, 0.0, 0.0]   \n",
       "9   [4.474492787885411, 55.113780956012754, -6.153...  9.0  [1.0, 0.0, 0.0]   \n",
       "10  [-3.281597569372857, 46.95034640005825, 15.389...  9.0  [1.0, 0.0, 0.0]   \n",
       "11  [-9.142374995791064, 34.93933262498943, 25.989...  9.0  [1.0, 0.0, 0.0]   \n",
       "12  [-13.056702092872651, 21.535481331675804, 32.1...  9.0  [1.0, 0.0, 0.0]   \n",
       "13  [-15.048633408392487, 7.8470515123893225, 34.0...  9.0  [1.0, 0.0, 0.0]   \n",
       "14  [-15.091251659126227, -4.978302392931615, 31.8...  9.0  [1.0, 0.0, 0.0]   \n",
       "15  [-13.426749359285441, -15.714676527208734, 26....  9.0  [1.0, 0.0, 0.0]   \n",
       "16  [-10.58459413449272, -23.833343462811058, 18.7...  9.0  [1.0, 0.0, 0.0]   \n",
       "17  [-6.968700562007828, -29.523143505435453, 9.91...  9.0  [1.0, 0.0, 0.0]   \n",
       "\n",
       "            v_w_vec valid                                                xyz  \\\n",
       "0   [9.0, 0.0, 0.0]  True  [337.02740639357023, -27.362062138892924, 296....   \n",
       "1   [9.0, 0.0, 0.0]  True  [336.7341587235859, -66.29750078983427, 290.11...   \n",
       "2   [9.0, 0.0, 0.0]  True  [342.1742896469598, -100.9993520621305, 272.20...   \n",
       "3   [9.0, 0.0, 0.0]  True  [352.6916390865513, -127.28206054756276, 244.7...   \n",
       "4   [9.0, 0.0, 0.0]  True  [367.01765948039935, -141.97554371132233, 211....   \n",
       "5   [9.0, 0.0, 0.0]  True  [383.42442133946275, -143.3075506311438, 175.2...   \n",
       "6   [9.0, 0.0, 0.0]  True  [399.9330270455217, -131.1174216141682, 141.58...   \n",
       "7   [9.0, 0.0, 0.0]  True  [414.55229510935396, -106.87546612698641, 114....   \n",
       "8   [9.0, 0.0, 0.0]  True  [425.51892604504354, -73.50562177451164, 96.22...   \n",
       "9   [9.0, 0.0, 0.0]  True  [431.51018231151113, -35.03278427210375, 89.99...   \n",
       "10  [9.0, 0.0, 0.0]  True  [431.8034299814953, 3.9026543788376244, 96.221...   \n",
       "11  [9.0, 0.0, 0.0]  True  [426.36329905812147, 38.60450565113379, 114.13...   \n",
       "12  [9.0, 0.0, 0.0]  True  [415.84594961853, 64.88721413656609, 141.58460...   \n",
       "13  [9.0, 0.0, 0.0]  True  [401.519929224682, 79.58069730032568, 175.2540...   \n",
       "14  [9.0, 0.0, 0.0]  True  [385.11316736561866, 80.91270422014713, 211.08...   \n",
       "15  [9.0, 0.0, 0.0]  True  [368.6045616595596, 68.72257520317157, 244.753...   \n",
       "16  [9.0, 0.0, 0.0]  True  [353.9852935957272, 44.480619715989775, 272.20...   \n",
       "17  [9.0, 0.0, 0.0]  True  [343.0186626600377, 11.110775363514957, 290.11...   \n",
       "\n",
       "   zeta_padmount  \n",
       "0       1.539402  \n",
       "1       9.034706  \n",
       "2      14.049380  \n",
       "3      16.925409  \n",
       "4      19.707279  \n",
       "5      25.350444  \n",
       "6      35.332680  \n",
       "7      48.720018  \n",
       "8      56.803195  \n",
       "9      48.347274  \n",
       "10     25.718506  \n",
       "11     -0.276692  \n",
       "12    -22.432213  \n",
       "13    -32.439116  \n",
       "14    -32.284561  \n",
       "15    -26.594939  \n",
       "16    -18.279308  \n",
       "17     -8.396683  \n",
       "\n",
       "[18 rows x 83 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make a loop with some options and solve it\n",
    "loop = kite_loop.KiteLoop(\n",
    "    resource, base_kite, v_w_at_h_ref=9.,\n",
    "    verbose=True,\n",
    "    opt_params={'tol':0.01,\n",
    "                'constraint_stiffness': 0.01,\n",
    "                'maxiter':700},\n",
    "    vars_to_opt={'v_a': {'param_type': 'spline',\n",
    "                         'values': [40.]*6,\n",
    "                         'max_step': 5.}})\n",
    "loop.solve()\n",
    "\n",
    "# look at some summary data about loop\n",
    "print\n",
    "print 'Loop mean power: %0.2f W' % loop.power\n",
    "print 'Loop average v_a: %0.2f m/s' % loop.data_loop['v_a_avg_time']\n",
    "print 'Loop valid: ', loop.valid\n",
    "print\n",
    "\n",
    "# use Dataframe plotting library\n",
    "loop.data_poses.plot(y=['v_k', 'v_a', 'power'],\n",
    "                     subplots=True, figsize=(15, 12), layout=(2,2))\n",
    "\n",
    "# use Dataframe feature in jupyter to make table of data\n",
    "loop.data_poses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "7C7EsdIKpugb"
   },
   "source": [
    "## KiteLoop - Using specific values instead of the optimizer\n",
    "\n",
    "There are several ways to specify values to hold fixed. If all values are specified, the optimizer isn't used at all, and the solution time is very quick (thousandths of a sec).  \n",
    "\n",
    "See the example below for formats to specify a particular solution, or the docstring. Any single variable can be dropped out and the optimizer will take over only that variable, using defaults optimizer options and seed unless something is specified in the \"vars_to_opt\" dictionary, as shown in the example above.\n",
    "\n",
    "This methodology is useful when you just want to locally perturb something to see sensitivities, holding everything else constant. In this example, we sweep out varius azimuths, showing the power variation as the loop is slewed to the right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "height": 1082
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2032,
     "status": "ok",
     "timestamp": 1528314490975,
     "user": {
      "displayName": "Nicholas Tucker",
      "photoUrl": "//lh5.googleusercontent.com/-SK4pN566-Lo/AAAAAAAAAAI/AAAAAAAACJw/XMl00Uy03gk/s50-c-k-no/photo.jpg",
      "userId": "101021799646106665401"
     },
     "user_tz": 240
    },
    "id": "HM52Fkgfpugc",
    "outputId": "12ac3e74-9e5c-4ee7-fddf-302b1ee76568"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving poses in loop...solved. Time is 0.0143s\n",
      "Loop solved, now calculating loop data.\n",
      "\u001b[1mLoop Valid: True \u001b[0m\n",
      "\u001b[1mLoop Mean Power is: -278445.6 W\u001b[0m\n",
      "Extracting pose data into DataFrame.\n",
      "\n",
      "Solving poses in loop...solved. Time is 0.0142s\n",
      "Loop solved, now calculating loop data.\n",
      "\u001b[1mLoop Valid: True \u001b[0m\n",
      "\u001b[1mLoop Mean Power is: -248282.3 W\u001b[0m\n",
      "Extracting pose data into DataFrame.\n",
      "\n",
      "Solving poses in loop...solved. Time is 0.0138s\n",
      "Loop solved, now calculating loop data.\n",
      "\u001b[1mLoop Valid: True \u001b[0m\n",
      "\u001b[1mLoop Mean Power is: -224804.2 W\u001b[0m\n",
      "Extracting pose data into DataFrame.\n",
      "\n",
      "Solving poses in loop...solved. Time is 0.0113s\n",
      "Loop solved, now calculating loop data.\n",
      "\u001b[1mLoop Valid: True \u001b[0m\n",
      "\u001b[1mLoop Mean Power is: -208176.7 W\u001b[0m\n",
      "Extracting pose data into DataFrame.\n",
      "\n",
      "Solving poses in loop...solved. Time is 0.0126s\n",
      "Loop solved, now calculating loop data.\n",
      "\u001b[1mLoop Valid: True \u001b[0m\n",
      "\u001b[1mLoop Mean Power is: -198514.0 W\u001b[0m\n",
      "Extracting pose data into DataFrame.\n",
      "\n",
      "Solving poses in loop...solved. Time is 0.0154s\n",
      "Loop solved, now calculating loop data.\n",
      "\u001b[1mLoop Valid: True \u001b[0m\n",
      "\u001b[1mLoop Mean Power is: -195881.1 W\u001b[0m\n",
      "Extracting pose data into DataFrame.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x118fb9e50>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loops = []\n",
    "azims = np.linspace(-0.5, 0, 6)\n",
    "\n",
    "for azim in azims:\n",
    "    temp_loop = kite_loop.KiteLoop(\n",
    "        resource, base_kite, v_w_at_h_ref=7.5, verbose=True,\n",
    "        path_location_params={'azim': azim,\n",
    "                              'incl': 0.577},\n",
    "        pose_states_param={'alpha': {'param_type': 'linear_interp', 'values': [4., 3., 3.5, 4.]}},\n",
    "        pose_states={'beta': np.array([-3.]*18),\n",
    "                     'v_k': np.array([ 42.18902103,  44.9445889 ,  47.92323029,  50.84411908,\n",
    "                                       53.44207691,  55.55595166,  57.06702792,  57.85671546,\n",
    "                                       57.80642404,  56.79756345,  54.72297007,  51.73829244,\n",
    "                                       48.26199128,  44.72395391,  41.55406766,  39.18221986,\n",
    "                                       38.03770241,  38.34796218])},\n",
    "         path_shape_params={'type': 'circle',\n",
    "                            'r_loop': 160.,\n",
    "                            'num_pos': 18})\n",
    "    temp_loop.solve()\n",
    "    print\n",
    "    loops.append(temp_loop)\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plt.title('Power vs Normalized Distance Around Loop for Different Azimuths')\n",
    "plt.ylabel('Power [W]')\n",
    "for azim, loop in zip(azims, loops):\n",
    "    plt.plot(loop.data_poses['dist_norm'],\n",
    "             loop.data_poses.power_shaft,\n",
    "             label=azim)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6zmB5jBSpugg"
   },
   "source": [
    "# Using the Plotly Plotting Library\n",
    "\n",
    "The KiteLoop contains a few tools that output the 3D force solution, as well as variables colored by value around the loop.\n",
    "\n",
    "The plotting tool can be found at:\n",
    "mx_modeling/visualizations/power_calcs_plotting_tool/plotter.html\n",
    "\n",
    "Open it directly with your browser, and point it to the files generated by the KiteLoop."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "height": 85
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1170,
     "status": "ok",
     "timestamp": 1528314492174,
     "user": {
      "displayName": "Nicholas Tucker",
      "photoUrl": "//lh5.googleusercontent.com/-SK4pN566-Lo/AAAAAAAAAAI/AAAAAAAACJw/XMl00Uy03gk/s50-c-k-no/photo.jpg",
      "userId": "101021799646106665401"
     },
     "user_tz": 240
    },
    "id": "_MhmvT1Upugi",
    "outputId": "ddd6be17-0f93-4e0a-91fe-6c77d11aa5a6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved to test_forces.json.\n",
      "File saved to test_colors_roll_angle.json.\n"
     ]
    }
   ],
   "source": [
    "# make files for plotly plotter\n",
    "loop.gen_loop_vec_plot_file('test_forces.json')\n",
    "loop.gen_loop_positions_plot_file('test_colors_roll_angle.json',\n",
    "                                  var_to_color='tether_roll_angle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "g4d8QBVtpugs"
   },
   "source": [
    "# Creating a KitePowerCurve object\n",
    "\n",
    "A KitePowerCurve object creates KiteLoop objects for each wind speed in the range.\n",
    "\n",
    "All the same optimization parameters, options, etc that were available at the loop level are available here as well (opt_params, vars_to_opt, loop_params, path_shape_params, path_location_params), with the same effect.\n",
    "\n",
    "Here is an example of not specifying anything and letting the defaults do the job.\n",
    "\n",
    "Solutions for previous loops are used to seed the solutions for future loops, usually enabling the KitePower curve to more quickly and easily find solutions.\n",
    "\n",
    "There are three key outputs that trim the data to make a power curve. \n",
    "1. KitePowerCurve.powers is average power for each loop\n",
    "2. KitePowerCurve.powers_valid has invalid loop powers set to None\n",
    "3. KitePowerCurve.powers_final has negative powers, invalid powers, and powers at virtual hub speeds outside of cut in and cut out (if provided in the kite config) set to zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 21648,
     "status": "ok",
     "timestamp": 1528314514878,
     "user": {
      "displayName": "Nicholas Tucker",
      "photoUrl": "//lh5.googleusercontent.com/-SK4pN566-Lo/AAAAAAAAAAI/AAAAAAAACJw/XMl00Uy03gk/s50-c-k-no/photo.jpg",
      "userId": "101021799646106665401"
     },
     "user_tz": 240
    },
    "id": "rq2sAGu7pugt",
    "outputId": "bb49a9ee-1ca2-4912-9422-7c5ba471ea36"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now solving for v_w at h_ref: 2.0, 4.0, 6.0, 8.0, \n",
      "Time to solve power curve is 44.13s\n",
      "Validity of each loop:  [True, True, True, True]\n"
     ]
    }
   ],
   "source": [
    "pc = makani_FBL.KitePowerCurve(resource, base_kite,\n",
    "                                v_w_at_h_ref_range=(2., 10.), v_w_step=2.)\n",
    "pc.solve()\n",
    "print 'Validity of each loop: ', pc.valids"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "G_0OrQktpugz"
   },
   "source": [
    "## Multiple Ways to Get Data\n",
    "\n",
    "There's a ton of data in the KitePowerCurve object, and lot of ways to get it.\n",
    "Summary level data is an attribute of the object, and the loop summaries are aggregated into a Dataframe object called:  \n",
    "self.data_loops\n",
    "\n",
    "The loops themselves are available in a list at self.loops. You can then pull out a loop and access all the pose data, or use the loop plotting tools.\n",
    "\n",
    "Below are examples of different ways to get data out.\n",
    "1. Directly access the data and do whatever with it: math, plot it, whatever \n",
    "\n",
    "    Most key data is available as an attribute as well, but the full set is in the data_loops or data_poses Dataframes.\n",
    "    \n",
    "2. Use the pandas Dataframe to do whatever, including its own plotting library \n",
    "3. Use the plotting helper functions included with some of the objects to plot things . These built in plotting tools do a lot more formatting for you, as shown in the example below.\n",
    "\n",
    "**Note: The surface plots are way nicer and actually functional if you're using a fully updated version of matplotlib with a local kernel**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "height": 1917
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1679,
     "status": "ok",
     "timestamp": 1528314516575,
     "user": {
      "displayName": "Nicholas Tucker",
      "photoUrl": "//lh5.googleusercontent.com/-SK4pN566-Lo/AAAAAAAAAAI/AAAAAAAACJw/XMl00Uy03gk/s50-c-k-no/photo.jpg",
      "userId": "101021799646106665401"
     },
     "user_tz": 240
    },
    "id": "PpiepahYpug0",
    "outputId": "255f1105-f416-4baf-caa9-cfbdd0af81c1",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Qu43fg1n68xb0+K+3WtzuqDwyJLNwEf3z2SnkPD6IHvy8B32sDaO/aBbKE+giZwDd+h9QSp1Gt0r/Arqr6SN5tPN24POapqUyTJVStSy9/laFeM1BofdOsdfWmmDFLTkGj6Cbvt9h/DyraVo290s6TIVrtUQcxXA/5cmDQAd6RtEhbELLiGmw85Lxe0l6aB78FXrg5qIUQCNu5mH02J/tluO3Af8e+GmBZt1iKcc5NfdrRA+mvgz8ZhqTK+hvUU7gw2n2d6mrqbWPoGfF/L4thuqPCu1XmuNsRI8XcnI1EyrddvXGIGilD929Zb0WQiwdbEA/t4vejpVSvw5kjYnJwgvoA/0fqaUpyApA07Rx9EDD307nJjVEYjYS6IN86o3QuD5/pYB+fs/Y//dsy//YaPv7Rl/96GLvdtt27y/gWHa+b/y216gq+bqx8L0MbZrFJc1MrkfQY7r+wHYN34HuHrFnfLnQX4iAlBj6bfQXolNZ+pPuHm5GL4BZLN9Dzzy82dJmK3oWZL58zejbO9FdVd9J4zLJhyfQXSrvMP42X0SfQj/nbnJnVkGa+xH4fZZaP8w+prunVwvmC0/q3jEsoJmyuYq9ttYEq8KSo2naglLq6+j1SRrQ0+wK5TvArwHfUEp9F/1t6H3oWSmN2Xa08D30h9Q96Bf912zr/0LpKdbfRX+b2Yw+6A4DPy20wxZrzm+mWf3n6ObSnyqlPo0eHPbb6A/QP0mzfSUoxzk1+Qh6WudfoYs367o+TdOe1jTtJ0qpfwL+m9JT1B9GFzPXoA+Ef4ieRTChlLoH3U30HaXU99D98W+mMCvIbsMlp9Az7A4Zx2lEzzawu9MW7Qv8SCn1FfTzEUdP8W5jcarwKeB3lF5HxAeMa5r2KPq5/Qul1H3oA/J16A+JtPWacqFpWlLptU++DbxktDuKbiHZj+4OAz1756fAK0qpzxjHa0MXrp3GOcjEd9EfHD9QSn0J/fr/XeNzHcyzq99GTz/+mCGQTqO7Bn4ZPQjXGi/zWeDPlFKfRQ92v52rb5gFo2naS0qpLwPvNx70T6Fbj5fUG8rBz6cRuKAnCpxWSn0ePd5uPXqA783o9/g3NU37sdGXCaXU3ej3xQ+UUt9Ct4S8H3gOS3CpwQjwp8Y560V/qF8PvFfTtIUsfX0YXUx927i3GoH/gu4WThcPmA8fR0+d/oFS6m/RH/zvRR8T87oONE0bV0r9GP16aqJwy72JKWD2oLuATR5HHw/m0c9nLr4DvFspNYd+Px9HtypP2bZ7Cf3Z8KfGNTQPPGq8QKwKNE17VSn1DHC38dI2jf5szfS8L/baWhtUOn0r3x/0C0pDd8V0FrG/Qn/oDaKb1F9A9z/fDwwW0M4XjX78MM26n0N3tVxGv7gvo8cjXJNHu4MYKeS25bvQH5AalhRyY91h9MDsAPpA8ihw3LbNe4x9b0zT9p2kSXk3zkkwzfaPAWeKOafkSCHnaiplup/7bW39F/SHWhg9aPBl4H9hpNwb2zjQY3RGjO1+jP4wH7S3l+H7sB4/gW7ifQE902Zfmu23sziFfBN6Cus59IyHWfT6M79u268NfQD1G/s/ZiyvQRfTZv9/ih6b8BiWlHPSlBdI1x/L8lvRH2x+o1+ngd+zbbMT3W04iv4AHEYXH2/L47z9J/SBMGp89vdgXGdpzm/aFH30B+3/Rr9/YkZ7H8KS6m5sV4cudGaNz/MgelC+/Vq7k/TX+XuwpdICteg1hCaN8/MtdHG3qM0M/TbPeaafdxnbudCvzX7j8w2hu2dr0rT5u8Z5jKGXZvg0S0sAPIYeUH4EXZhF0K/z381zTHuLcR1E0K19f4JuybGfm0HSj1GLrklj2XXG8ohx/fy5cW0sSV3O0q//bGzvB2rz2SdDO1eMdjbb7gMNeDzPNtajl/aYQB9vf4AunAZZOj79Z3RriTluvy5Lu/eTfqy9E9s9k0cfH8MyPtuOMZjmHv8h+n06hm6Vfr29v6VeW2vhRxkfVBAEQViFKL1KdoumaXlVfxcE4SqrJSZHEARBEAShrKyKmJxsGEFQ6QJ+rcxp2bNxBEEQhDWAUqqO3LVpprXFxTHXLEbcjCfLJgltaZ0dIU9WvchBn0/kxzm2+S10v6QgCIKwtnkH+nxw2fhZ9HiSauDr6CUrMnGRKijKt1Ks+pgcpZeOz1Va+lVNn/JAEARBWMMY5Q3259jslJbHRJ5rAaXUEbLX94pomvbkcvWn2lj1IkcQBEEQBKEYJPBYEARBEISqRESOIAiCIAhViYgcQRAEQRCqEhE5giAIgiBUJSJyBEEQBEGoSkTkCIIgCIJQlYjIEQRBEAShKhGRIwiCIAhCVSIiRxAEQRCEqkREjiAIgiAIVYmIHEEQBEEQqhIROYIgCIIgVCUicgRBEARBqEpE5AiCIAiCUJWIyBEEQRAEoSoRkSMIgiAIQlUiIkcQBEEQhKpERI4gCIIgCFWJiBxBEARBEKoSETmCIAiCIFQlInIEQRAEQahKROQIgiAIglCViMgRBEEQBKEqEZEjCIIgCEJVIiJHEARBEISqRESOIAiCIAhViYgcQRAEQRCqEhE5giAIgiBUJSJyBEEQBEGoSkTkCIIgCIJQlbhK2FcrWy8EQRAEQRCyowrdQSw5giAIgiBUJSJyBEEQBEGoSkTkCIIgCIJQlYjIEQRBEAShKhGRIwiCIAhCVSIiRxAEQRCEqkREjiAIgiAIVYmIHEEQBEEQqhIROYIgCIIgVCUicgRBEARBqEpE5AiCIAiCUJWIyBEEQRAEoSoRkSMIgiAIQlUiIkcQBEEQhKpERI4gCIIgCFWJiBxBEARBEKoSETmCIAiCIFQlInIEQRAEQahKROQIgiAIglCViMgRBEEQBKEqEZEjCIIgCEJVIiJHEARBEISqRESOIKxBNE1b6S4IgiCselwr3QFBEPJD0zQ0TSMejxOJRHC5XDidThwOx6IfQRAEQUdEjiCscqziJpFIkEwmU79Ni45SCqUUDocDl8uFw+FYJICUUiv8KQRBEJYfVYLZW+zlglBB7OJG0zQcDgeaphGLxVJWG/Me1jRtifABFgke629TGAmCIKwRCh6wxJIjCKuQZDK5RNyYosT+YmIKFdOSY2KKJE3TWFhYQNM0lFKEw2Hm5ubYunUrTqczZfmxWn1E/AiCUA2IyBGEVUQ2cVMomfabn59nZGSEjo4OFhYWiMVii7Y3LT12648IH0EQ1hoicgRhFZBMJolEIoyMjNDZ2ZkSHJUQFmabTqcztczu8kokEkv2MYWPPdhZxI8gCKsVETmCsIJYLTfRaJRz587R1dWVUThomsbo6ChTU1M0NjbS0NBAY2Mjbrc772PmcnnZj2eNDVpYWEitMwVOOvEjLi9BEFYDInIEYQWwihsTM6g4nTjQNI2xsTF8Ph+JRIJNmzYxOTnJxYsXmZ+fp6amZpHoaWhooKGhIW1KeSHiI5NYscf7WGN+0rm8rMHOgiAIy4WIHEFYRtKJG6swABYJHU3TGB8fx+fzEYvF6OnpoaOjg3g8ntp+YWGBYDBIKBQiGAwyPDxMKBQimUxSX1+fEj6m+DHFSSmkEz/pXF7WzyIuL0EQlhsROYKwDNgDitPF3NhTwicmJvD5fMzPz7Nz5046OztxOp0kk8lFbbvdbjZs2MCGDRtSyzRNIxqNLhI/V65cIRwOp9xV58+fL9rllY5iXF5Wq4+kuAuCUG5E5AhCBTEtGmbxPvOhnu7hbS6bmJigv7+fSCTCjh072LZt26Ig4XxQSlFXV0ddXR2tra2L+jM2NkZfXx8ul6tol1ehfcnH5ZVun3Qp7lLVWRCEfBGRIwgVoBBxYzIzMwPAK6+8ws6dO9m2bRsuV3lvUYfDkRIuu3btSi0v1OVVW1tbspUll8vLFD/2FPdIJJKyPElVZ0EQsiEiRxDKiH36hXzFjdfrxe/3A3DLLbdQX19f8X5aKdTl5XA4llh9Ku3yMn+/9NJL7N27l+bm5tT6dC4vET+CIIjIEYQyUIy4mZ2dxefzMTMzw/bt2zl06BA//vGPK+6Oyfehn83lZYqeUCi0bC4v62+Xy4XL5Upb1dncLpvLS+J9BOG1gYgcQSiBYsSN3+/H6/UyPT3Ntm3bOHjwIB6PZ5G1IhelPKDT1ckpBIfDQVNTE01NTYuWrxaXFyyN95GqzoLw2kREjiAUgaZpJBIJ4vF43uImEAjg8/mYmJhg27ZtHDhwgJqamtT6THNTZTq+uU+x/S83y+nyyvW5801xt+8jKe6CUF2IyBGEAjDFjbX4Xa6HYDAYxOfzMT4+TmdnJ7fffju1tbVpty3VypIPy/nAXs0uLxOp6iwI1YuIHEHIA6vl5vTp0zQ1NbFz586sD7lQKERfXx9jY2Ns3bqVEydOUFdXl/U4yyVyKn2MXJTi8kokEszOzuJ2u5fV5SVVnQVh7SEiRxCykMktlWn6BYBwOExfXx+jo6O0t7dz22235Z0t5XA4lhT7qwQrLXIykY/La3JykuHhYfr6+lIp8dZYn3JkeUFhVZ2t24vLSxBWDyJyBCENVnFjPsTMB1UmIRKJROjv7+fy5cts2bKFW2+9lYaGhoKOm4+VpRyWi7WE3eV16dIlDhw4QGNj46pyecHVytZS1VkQVgcicgTBQjpxk276BasQiUaj9Pf3Mzw8zObNm7nllltobGws6vj5upJWMrtqtbDasryAJZWp01V1HhwcpKmpiZaWFklxF4QKIyJHEMhP3JgopUgmk8zPz9Pf38+lS5dobW3l+PHjSx64hbJcAmSti5xsAiCby8sUPvYsr+V0eQWDwZSwypbibgofqeosCMUjIkd4TVOIuLHuMzMzw/DwMBs3buTYsWOsW7euLP1Zjpgc6wznr5WHptXl1dLSklpuZnmZ4sfu8rKLn3K4vDRNSzsHlzXex7wmrd+PUiqt8BHxIwiZEZEjvCYpRtwsLCwwODjIpUuX8Hg83HTTTaxfv76s/aq2FPLVzkq4vDKJS2u8j1UA5VvVWVLcBWEpInKE1xRmVky6h0Um4vE4g4ODDA4Osm7dOrZu3UoymSy7wDH7slyupNeSJadQKunyKvS8S1VnQSgeETnCawJT3Jip4JCfuBkaGmJgYIDGxkYOHz7Mpk2b6O/vT02mWW6W05KzVuNyVqrf5XJ5maUIytEfqeosCNkRkSNUNcWIm0QikRI3dXV1HDp0iE2bNqX2sWdXlZN8Y3JisRhut7uoB5M8zMpLoS6vRCKRmt6jUllepVR1tlt95HoR1jIicoSqpFhxc+nSJQYGBqipqeHAgQO0trYu2aeSwcG5LDl+v5/e3l4mJyeXuEjMn3yzgtaqJQfWhlDL5PI6efIkra2tOJ3OFc3yMvuTraqzGewsVZ2FtYqIHKGqMMXN1NRU6qGRS9wkk0mGh4fp7+/H7Xazb98+Nm/enHEfM4W8EmQSOdb5r7q6uti9ezfxeDxlJZiZmeHSpUtEo1E8Hs8S4VNfX58KZpUH1MphXovNzc0rnuVl7Y8Vq8tL0zRisdiS+LV4PI7H46GmpkZcXsKqRkSOUBXYLTcDAwM0NTXR09OTcZ9kMsnIyAg+nw+n08m1115LW1tbzoG60pYca9vhcBifz5ea/+r222+npqYm9cbd2NhIW1tbavuFhYVFgbHWrCDzQWlOMTE/Py9v5StAusDj1VjYMFtV57Nnz7Jp0yba29tT20pVZ2E1IiJHWNPYxY1Zg8TpdGZ0x2iaxsjICH19fQDs3r2b9vb2vAfiSsbkmJYcaxXlLVu2LJr/Ktux3W4369evX5T5pWkakUgk9aA0g6ZPnjyJ2+1Oa/WxV+4Vykch2VWrrbAhkLq33G43brc7bYq7VShJVWdhJRGRI6xJMokb04SfztqiaRpjY2P4fD6SySQ9PT10dHQUbPavpLsKYGxsjPPnz9PS0lK2Ksr19fXU19fT2tpKMpnkscce4/jx48RisdSDcmRkJBUYW1dXt0T81NTUrIqH0lqLJUouxIn0DRHxDhL2DhJ/8jn6g1FGmj0033oTrb/8Jmq3d+XdXr5ZXlNTUxVzeSWTyUXuz1JT3KWqs1ApROQIa4pc4sbE4XCk0mc1TePKlSv4fD7i8Tg9PT1s3bq16AG+Eu4/eVR4AAAgAElEQVSqeDzOwMAA09PT1NfXc/PNN9Pc3FzWY5hYs8Sam5sXHUfTNObn51PCJxgMMjY2RjgcxuVyLbEQNDY2itXHYGHWT/jCQErMhL2DRLwXiV68jBZfnMrtet1hgi+8TPCFl7n8d5+j8dB+Wn75TWz6pdfj3rQhwxGys5wuL6vIyUSueJ9MVZ0lxV0oJyJyhDWBte5HIpHIKG5MHA4HCwsLjI+P4/V6icVi9PT00NnZWXLAZjndVWa6en9/P42Njaxfv562traKCRwr6T6DUora2lpqa2sXWQkSiQThcDglfMbHx+nv72dhYWGJ1aehoYG6urqKPpRWywNvYWqa4Xu/yNi/foeFien8dtqygfnzFxYtCp5+leDpV7n4139L821HafnlN7HxDbfjqK0tuY+VcHmZ91+h5FPV2ZriLlWdhVIRkSOsagoVN+Y+0WiUyclJxsfH2blzJ11dXWWzOJTDXZVMJrl06RL9/f3U1NRw8OBBWlpaOH369LLOXZUvTqdziZXAzLyxWn0mJiYIhUIZ09tdruoYcjRNY/Lr/8b4A99g5kkvyWgs731d7evRLg6nbzeeYPaxp5h97CmcDfVseOPP0PLWN9F8y42oMlrMSnV5xWIxotFoXhadfPtTjqrOkuIu2KmOEUeoOqxvdYWIm+npabxeL36/n4aGBo4ePVr2B2sp7iozo6uvrw+n08nevXsXZXRVMqjZSrkq7tbU1FBTU8OmTZtSy5PJ5CKrz+TkJIODg8RiMWpra5e4u+rr69fUQyni62Po7nsInnkVPB0FCZx1R/cT9fbmtW0iFGbyG99n8hvfx725hU2/9Hpaf/XNNOzbXWzXc5Kvyysej+P1eunt7a1YlhfkX9XZHuwsLi/BRESOsKooRtwAKXETCATYsWMHra2t+P3+ilgOihEiZlyQ1+slmUyya9cuOjo6lgy6hUzrUMrcU5WcPsLhcKQeeFZisdgi98jQ0BChUAhgidWnoaEBj8dTkf4VSzIaZfQz93HlSw9CIkHNjv1M//D5vPd31HpIBmeLOvbC+CRj9z3AfJ+Xzv/0Nhpu+9mi2ikWu8trYmKCQ4cO4Xa7VyzLS6o6C/kgIkdYFWQSN7kGoJmZGXw+H3Nzc3R3d3PDDTfgdrsZGhqqmNunEEuOpmlMTEzkHRe03BN0LicejwePx7MoNiSZTBKJRFIPyXyKGq5EdtXcT5/i0ic+RWx0FADXps3MPvFKQW2sv/UQwRdfKroPjrpa6hyzTH3273G2bKb22v1Ft1UqyWQSp9NZksvL+ns5XV5W8TM+Ps7GjRtTZROsVp9y9ElYeUTkCCuOmS1ViLiZm5vD6/UyMzNDd3c3hw4dWvTmv5wF+zIxNTWF1+slFAqxc+dOtm3bljMuqJL9trJa3lzNN/6Ghoa8ixpqmobP52P9+vUp8ePxeCrymWITkwx/8lPMPvqT1DINiEdqSEbn827H09lG+Ny5kvqy4ZaDEBoEYPJTd9N25ydwb2kvqc1iyRaLk6/La2RkhGAwWNHChpDd5eXz+Th06BAul2tJVWdxeVUHInKEFaMYceP3+/H5fExNTbFt2zYOHjyY1q1RSbGQy101OzuL1+tlbm6OHTt2cOONN+btNlsuS85yWoyKIVtRw5MnT1JbW4vf72dkZIRIJFL2ooZaMsnEQ19n5B8/S9JwqZnU7tjPVAFuKoCGni2EXjlbVF8AnM1NeBaupP5PBgNM3POXbLnrEzgaGrPsWX5Mq0ihlo7VWNgwmUzidrtT96e1qrM9ywuQqs5rEBE5wrJjBqaOj4+nKg3nGiQCgUBq5uaurq7U9AaZsNbJKTemyLHHxAQCAbxeb0qA2a1L+VDN7qpSMYsaKqXo6upKVYC2zuEVCoUYHR0lGAwWXdQwfKGXobvvIXx2qeXFuaGFmSdfLajfTTftL0ngAGw8th81179oWXxshIlP3c3mP70LtYxZa+bLQ7lcTCvl8jIDl61C2FrV2b6tVHVem4jIEZYNq+UmHA5z7ty5tMG3VoLBIH19fVy5coXOzk5uv/12avOoHeJ0OivqroKrcQmhUAifz7eoj9kEWK62X0vuqnLgcrkKLmrY0NBAU1PTIkuBw+Hg8v/5NOMPPAQZBHJioYFk+FLefVMeN1o0UNLn87S14AoOpV03f+4M05+7l02//YclHaMQzOuzktdQqS4v83c2l5f5EpSPOJKqzmsXETlCxbGKGxOn00kikch4s1snpuzo6ODEiRPU1dXlfcxKu6sAIpEIg4ODjIyM0N7eXnAf05GPyCnX2+Fas+QUQjFFDZueegbnt76fsc2anfuZergwN9WG268n+ELxwcYA62/oQc0MZFwfeuJRXO1baX7r20s6Tr6U05JTKOV0eZnjUSn1s/JJcZeqziuLiByhYqQTN+agYAb62V0+kUiEvr4+RkZGlkxMWQiVFDmmn/6pp55i8+bN3HrrrTQ0NJSl7eWsk7NWRU4p/c5U1HD2uWcZ+P4jmY/ZsI7pAt1UnvYWwmfPF91XgNrtnThnB3NuN/fQF3Fvaaf+5ltLOl4+rKTISUc2l5dV0NpdXqZF+MqVK2XP8rL+NkVUISnuUtW5fIjIEcqOPaA4XcyNOZgkEglcLhfRaJS+vj4uX75MW1tbycKhEiJnYWGBgYEBLl68CMANN9ywaFAtB8sZeCzoJKYmGb3n78Dy0LGzkGhAC13JuD4dDXs6Cb1cmDCys35vO2rmYu4NNY2pf/wUzk2t1PRUrlgg5Ddv1WogU70m0+U1NTWVCl4v1uVVCFLVeWUQkSOUDev0C8lkMnWDprsZzbebSCTC8PAwly5dorW1tSyzbkN5RU48HufixYsMDAzQ3NzMjTfeyMmTJ4uyMOVCAo+XFy2+wOW/u5foYGYh4dmxj+APTxXUbs11PSULnIa9u3DkI3AMtFiMif/9Mbbc9QlcLZtLOnY21orIyYTp8nI4HFy5coUjR46sWJYXSFXnSiMiRygZaxG/XOLGJB6PA/D000/T0tLCsWPHWLduXdn6VI7sqkQikZpfqq6ujsOHD6emL6iUWynfwONSB7K17K6C8lmiph78MlM/eDTjemfzBuZOXsi4Pi0uJ8TDJfYM1nU3wqy/oH2Sc7NM3PNXtP3F/8RRAREOxU/OudpIJBKpl61iXV6VLGxo/W2SzeVltfp8/vOf541vfCPXXHNNyX1Z64jIEYqmGHETi8UYHBxMuXwOHjzIli1byt43p9OZNuYnH5LJJJcvX6avrw+3282BAwdobW1dEjxYiZifXOJD0zQmJyfx+XwAqbdLM1Mo3yBKeduD8NOPM/KFr0KW8510bCThHymo3Y23Hyb40umS+tZ0w37UbGHHNVkYvsjk33+C1g/9OcpRvkk9TRKJRNWInFyfI5vLy2r1WW0ur3vuuYfdu3eLyEFEjlAExYibhYWFlLgxXT4vvPBCRVw+cDXmx14HIxuapjE6OpoSEHv27GHLli1pP1elApuzWYhmZ2fp7e0lEAjQ3d2Ny+UiFAotyhCqr6/Pqy7MWrfklEr88kUu3/8A8emZjNt4duxl+ocvFNSup20jYa+3tM4phWfdAkSLbyL68gvM/Mtn2Pie95XWlzRUoyWnUDIVq1wNLi9N0wgEAotKKryWEZEj5E2xbikznqWpqYkbbriBjRs3AlfTyCtBISJH0zTGx8fxer3E4/HU5JnZBvJKuqvs7VqLDHZ3d3P48GFg8ZuopmnEYjECgUDaujBW0dPU1JR661uLlNrvZDjElc9/gcCLmeeecjQ143/eV3DbDfu6CZ0+U0r3qDuyl5roZEltAAQf+T6uLVtZ9wtvKbktK2s9JsekFJGTjtXi8tI0Db/fLyLHQESOkBNN00gkEsTj8YLEzdDQEAMDAzQ0NHD48GE2bty4JMNqOUROJjRNS80vFYlE6OnpoaurK+/iYJV2V0UiEXw+H6Ojo0uKDC7YMoGUUtTU1FBTU7OkLoz1zXJ0dBSv10sikeDChQs0NzcvsfpUM5qmMffA/Uz84CfZN6xpJT5T2AScjdfvKVngKLeb9c1xCOXeNh9m//X/4m7bQt3hm8rTICJyCmW5XV6RSISFhQUROQYicoSMFCNurMG6tbW1HDx4kJaWlowZVstRlTgdMzMz9Pb2EgwG2bFjB9u2bct7fimorLsqHo9z7tw5Ll26RFtbW9G1gkA/x+vWrVsU1K1pGidPnqS1tRWHw5F2DqimpqZFc0BVw0MNIPzItxl7+BmS0cy+IM/2a5l+5MXCGnY6cajMKej5suHW61Gh/DOqcqIlmfz7e2j/67/B1dZRliZF5JSHSrm8/H49WF1Ejo6IHGEJZkn8UChEXV1dXuImmUymxI3H40kbrGunkpYcs8/29q2zl2/fvp0bbrihKL94JdxV8XicK1euMDc3h8fjyZpxVkoQo3lu1q1bR2tr66Ljh0KhlMvLOvO3dXA1RVC54gmK/QyFErtwhomHHyfSP5hxG0dDE4EXM1cXzsSG2w8TOl1asLGjoZ4aSndT2Yk1NDL50+8w3H3Dou+woaGhqO/QfOFZ6xQSr7dclOLyGhsbY2BggLa2NhoaGspqlb3zzju56667Fi3bs2cP58+fZ3p6mo985CM8/PDDDA0N0drayq/8yq/w0Y9+dFUILRE5Qgqr5WZiYoLz589z4sSJnOLGzERyuVzs3buXtra2vAbBSsbkmO2bQiQYDOL1epmYmMg6e3m+lNOSk0wmGRoaoq+vD4/HQ0NDA0eOHClL25lI9/1kmgMqEomkBtfZ2VmGh4eJRqPU1NSknfl7NT4AE7NTTH/1AaafeC7rdqqhnYWpwsSKu2U90b7C43fsbLzlOlSgcIGVi/bDe6mPTOLYvAl/LMHU1BSDg4PEYjFqamqWzOFVV1eX1VKzGsVBMaylLLF8XF6nTp3iX/7lX+jv7ycajXLdddct+rn11ltTJTCKYf/+/TzyyNWq4Kble2RkhJGREe655x727dvHxYsXed/73sfIyAhf/epXiz5euRCRIywSN6YoMOd2yfTASiaTjIyM0NfXh8PhyJqJlIlKuqtAHxhCoRADAwOMjY2xdevWvCf4zEU5YnI0TePy5cv4fD5cLhfXXXcdyWSS/v7+nPsuV50cc+bv+vp6Nm++WmDOrBpr/gwNDREK6YEk6aw+hbgCy40WjzP3+X9g4skzkOU783TvZvpHhVtjmg71EHzx5VK6iGvjetyRyyW1kQ535zYanBFIwubZYTYfPJFaF4vFFrlFMn2H5t/mS0G1WHISicSaj0GzurzuuOMO7rjjDh555BE+8IEPcPfdd3PmzBleeeUVvvzlL/Pxj3+cX/zFXyz6WC6XK225jwMHDvC1r30t9X9PTw8f+9jHeNe73kU8Hl/Rex9E5LymSSdurHNLpbOy2NOsd+3aRXt7e1FvRJV0V0WjUeLxOKdPn6a9vb2kuJZ0lOKusmZzJRIJdu/eTXt7O0opJiYmlmUWcrMfxZJuosRkMrnI6jM9Pc3FixeJxWLU1tYusfqYrtBK9zn0zS8yfX6MhcmpjNs46hsIvJz/7OImjdftIvhSYQHK6dhw8x7UbPmtOM3XbgeMwoQXTsGBW8ConePxePB4PEsmuwyHwynxMzMzw6VLl4hGo3g8HhobG1PVd4PB4JqO11rpmJxKEQgE2LBhA29961t561vfWrZ2vV4vHR0d1NbWcvz4ce6++262bduWdtu5uTnWrVu34gIHROS8JskmbkxMV5JZTE/TNMbGxvD5fCQSibzSrHNRCUtOLBajv7+foaEhlFLs27ePrq6ush4DindXTU1N0dvbmzGbaznnrir3cczAyIaGBtra2lLLY7HYIqvP5OQkoVAotb01yLmhoSGvgTFfcRR9/knmXjyL/1R2C41q6mTh5QJnC3c4cNSQtZhgPtR0tOGaGyqpjXS4O7tocFytvKwiAbSL52DHgYz7KKVS36HVchePxxdlAc3Pz3Pq1KlUvJbdeufxeFa9tada3G525ubmyh4Lc/ToUe6//3727NnD6Ogod911FydOnODMmTNLpuGZnJzkox/9KO9973vL2odiEZHzGiIfcWNixrMkk8lUhd1YLEZPTw+dnZ1leXsrpyXHLDY4ODjIhg0bOHr0KGfOnKmYObpQd5UZ8Dw7O8uOHTtSxfzStZuP+Ci1zs1yPoA8Hg8bN25M1UeCq4GUZpCztaBhXV3dEqtPMRVj4yOX8P/bQ0w8eS57/7qvYfpHBQocYMPt1xN6uXQrzvpD3aiZwZLbsdN87Q5SVhyTc89mFTmZcLlcKbdINBpNWSCj0WhK/KTL0rPXf1lNoqJaLTl+v7+sU+QAvPnNb079ffDgQY4ePUp3dzdf+cpXuOOOOxYd+5d+6ZfYt28fd955Z1n7UCwicl4DFCJuTEwR88wzzxCLxdi5cyednZ1lHRTKEXicSCRSxQYbGxu58cYbU+b3SqV5F9J2KBTC6/UyPj6eV8BzpervpGMliwGmC6Q0CxparT7j4+OEw2GcTmfqQQm6Sd7lcmW8HpPRMP77/pbpgVmS4czzSKnaOoKvFj59gmvjOqIXBwvez07drm4cFRA47q1d1KsQYKt0PXkZbeIytG4tum0zhdyaCWTN0rPXZhobGyMYDBKPx/OuyL0cVKvIWY5qx+vXr2f37t2psAXzuL/wC79AU1MT3/jGN1Y0+9KKiJwqxrTELCws5C1urAXyAFpbW+np6anIYOB0OpcUtcsXa8p6TU0Nhw4dYtOmTUuKDVZS5GQTCdFoFJ/Px8jICB0dHXkHPK9ld1WpWAsaWrNAEolEyuoTCAQAOHv2bNqHZlNTEx63m+AXPk1gDsK9fVmP6dzYTexMgTVxgHWHryk52Big+ZoW1EzhsUA52712B0plEHfnTkLrrxXdtqZpWceDTLWZ5ufnFwlYs/6L0+lc4u7K121ZCmspu6oQ/H7/EhdSuQkGg/T19fHud787dcw3velN1NTU8K1vfassyR3lQkROFWKKG7OIH+QWN6DHi/h8vlSBPL/fT0dHR8XedopxV5lZXWZG0r59+9i8eXPG+aUqWYcnnYCKxWIMDAxw8eJFNm/ezC233LIk7TMblZouws5qj5ew4nQ6aWpqoqmpKVWy4OabbwZY9NA0p7HY1f8iyXNepp86n7Vdz7Yeph8tXODU79tJsMTKxgCN1+3GUQGB497aRZ1jqRUnxdA5CAegvrgHYSKRKLj8glKK2tpaamtrl1TkttZ/yea2bGhoKCpYPdvnqEZLjt/vzxgQXCwf+tCHeMtb3kJ3dzcjIyN85CMfwel08s53vhO/388b3/hGwuEwX/ziF/H7/amChK2trSt+jkXkVBHFipuZmRm8Xi9+v5/t27dz5MgRXC4XAwMDFa9jk6+lxRr4rGnaooykcrRfKHYrkXWOrubmZo4ePVqUyXg5LSyrzZJTCKbVx/7QjJ15jrnvnmHkwkzWdHE8NQTPXSnmwLgaXcTHSr+umjrqYG625HbsNO/dgSOTFQdQySTahefh8M8W1X45J+i0Clgr5jxspttrYmJiUbB6OYoaVrPIKbe7anh4mHe+851MTU3R2trKbbfdxjPPPENrayuPPfYYJ0+eBPRsWysDAwNs3769rH0pFBE5VUCx4mZ2dhafz5eq/nv48OFFg0Wli/XlY2nRNI2JiQm8Xi+xWIxdu3axdevWvAbZ5XBXJZNJhoeH6evro7a2lsOHD5dUcCvfmJzlqpOzWkn3+ZP+GUL/+s/4I/UkJrIX5wvXtpIcLXy28A23Hyb0SunBxutuug41N1pyO3bcWzupSxOLswTvC3DwBDgLfwQsx7QOHo+HTZs2LbqXclX9TVei4LVQ1NBOJWJyHnjggYzrXve6163qsUREzhqmWHHj9/vxer1MT09nDYZdjorE2do3Y4PC4TA7d+6kq6uroEGpkiIH9PP405/+NJWqnsltVgjLGZNTVWgaoc98nEhUMfd89lgZd9dOko+dLfgQrvVNzF8qw7xSDgcNzXEIlt6UneZrd+BQkZzbqWgYbeAM7Lq+4GOs1NxV2ar+5lOY0lrU0EzGqEaR4/f7F82H9VpHRM4axCpuzKrE+YibQCCAz+dLTW1w4MCBrCnWyyFy0omQ2dlZvF4vc3NzWdOtc1EJkaNpGpOTk4yNjZFMJtm7d2/J9YKs5BuTUw6Rsprfvgol+o37iAwNM/HKRNbtlKeGsG+qqNo22u524r7SC/a5r78GFcxcmLDodjs6qXOEyWnFMTn37JoSOZlIV5gyV1FDM0tvamqK5ubmNV3U0IqmacsSeLyWEJGzhrCKmzNnztDd3U1jY2POB14wGMTn8zE+Pk5nZ2femT7L7a4KBAL09vYyPT1Nd3c3119/fUlpiOUWOdaZy5uamqivr6ezs7Ns7cNVS45ZhLFSrFV3Vbo+x888S+DxR5kZmScRDGXd39XWQ+DsqYKPW7dnG4mB0q04qsbD+oYolD5h+RKa9+7MGouzpC8zV9CuXIS27oKOsxamdchV1HBubo6ZmZlU9fZkMpk2vX0tFDW0EwgExJJjQUTOGsDuljKtCR0dHVlvwFAoRF9fX2rephMnTlBXV5f3cTNN7VAuTBFlrSXT1dWV08KUL+USOVbxZQZmDwwMEI1GS27bTiEDaqkzkVcDydkp/F/8Z6JhCF0cy7qte2s3Mz8pPJsKpfBsqCcyUfq11HDjXtwLFYjF6diaPaMqE+eeLUrkrFU3j1nUsKamhr6+vtREuGu5qKGdSgQer2VE5Kxi0okbh8OBw+HIKkDC4TB9fX2Mjo6WNG9TpS058Xic+fl5nnzySTo6OgoWYblwOBzEYrGi9w+Hw/h8PsbGxpaIr0rF+5gm82wPErMGj2mWNuvDFDr4rkVLziKMOJyFcIzJV3KkYrvdRC4GsmdcZWD9bYcIv/pqkZ28ilZfSz2TJbeTDt2KkzsWZwmXLkBwFhrzf/NfC5acXJjxOObnWMtFDa0sLCwQiURE5FgQkbMKMcVNIpFIzR9lihsTp9NJPB5ftF8kEqGvr4+RkRG2bNnCrbfemvI9F0O6Y5SD+fl5+vr6uHRJfzDddtttJfUzE8WmkJv9Gx4eZsuWLWlFYqXq2ZiDZLq2FxYWUjV4WlpaaG9vJxwOMz4+Tl9fX2rwtc4F1dTUlDaofK26q0yUUkS//jmiw8NM9k6jJbJ/z+723QQffb7g4zib6omNFV4ROR0bjx/AFarAHFUdWwuLxbGgNA3t/PNw4+vz3me1xeQUQz7WqHyKGoZCoRUvamjFrE8jIucqInJWEWYshhlQnE7cmFgtOdFolP7+foaHh4sqQJeJcltyzEJ5Q0NDbNq0ieuvv56XX365IgIHCre2WOe/2rRpE8ePH88YwFep6RfSiZxkMsnQ0BB9fX00NTVx880309TURCwWS10b1sE3EAgsMrmbs0dbxc9aJ3nmOYJPPEZwJs78dPY0JXfHtuLcVEDz0X0EX8g+uWc+uDdvoi5afjcVQPPenoJicZbgexGu/xlw5Rf/Vg0ip9hqx6UUNbQKoHIWNbTi9/tTYkvQEZGzCihE3Ji4XC6i0Sjnzp3j0qVLtLa2Zn0oF0O5LDn2Qnk33XQT69evJxwOL5rpvNzkK3ISiQRDQ0P09/cvmf+q1LYLxSpyNE1jdHSU3t5e3G43Bw8epKWlJa3AyjT4WmePDgQCqfRaTdPweDxEo9FF4mc1xxqY1MyHCT34ryzEncyczxEM7HIRHQ5DEWK97pouQi+XXtkYYMORXTBTemaWHdeWjuJicSyoWBSt72XYcySv7atF5JR7Hr5MRQ2t6e2Tk5NlL2poZW5ujnXr1q3576eciMhZQYoRN6DfOKFQiPHxcVpaWjh27FjZZ50F/cadn58ven+reGhoaFhSKM8cZFZK5FiniLCLiHzarqS7anJykoGBARYWFrjmmmtyBplnwjp7tEkymeTMmTOp9da3TmusgSl+VlOGSTKRYM8LjxCPxJg4k9sy4t56LcEfPVfUsWpamwhPZQ9mzofabVtxzg6W3E46VGcrjnJ8N+efhd03QB5ticjJH4/Hw8aNG9m4cWNqWbmLGlqpxAzkax0ROStAJnGTq9aN1Z3idrtpb2/n4MGDFetnse4qaxVgj8eTUTyYg0ylJsrLJHI0TePKlSt4vV40TWPPnj1s2bKloAd5pSw5pk/97Nmz9PT0sG3btrIPxg6HA4/Hg8fjYefOncDiGcADgcCiuaDcbveSOJ9CBt5ysvDN+9CujDM3EiEezi7AXe2dzP7khaKO03zrIcLnCi8YmLat/R2omTIUEbThbu9gy4byDOFqbhJttB86enJuW85pHVaKlSwEWGxRQ7vlJ12snSlyVstLyWpARM4yYy3il6+4icfjKXGzbt06brzxRsbHxysSFGylUJGjaVrKMuJwONi7dy9tbW0ZP5s5UCYSiZLNtJnat/d/amqK3t5eotEoPT09dHZ2FjVgl1vkhMNhent7mZjQi9ndfPPNFX0jswceZ5sB3OruGh4eJhjUY2AaGhoWiZ/GxsaKBlnGX3qK8FNPMB9zEBjKkaXkdDI/FkOLFy7SnY11xCeLmNcqDfXX7sRZAYEDsG7vrtJiceycey6nyDGTIkTklJ9MRQ0jkUjqHpydnWV4eDhV1NC874aHh6mrq2N6errs48add97JXXfdtWjZnj17OH9enwA3Go3ywQ9+kAceeID5+Xne9KY38elPf5q2tray9qNYROQsE8WKm6GhIQYGBmhsbFzk7pmeni7JlZQP+dbJMS0jPp+PRCJBT09PXlWAzXNQqakXnE5n6kE+NzdHb28vc3Nz7Ny5k+7u7pIGuXJlJ1kzucw0+scff3xZHiL59N/pdNLc3LwoW8OsJmuNMxgcHCQWi6WCLK2p7eVwdyVnJvB/+XMkNQcTL+fOUPJ07WX6keLcVM3HDxA89VJR+9pZt5tGe8EAACAASURBVL0ZZss/f4O7vYN6VxkFDsBlL6MXXqV2cweNjY1pXzzMa0ZEzvKglKK+vp76+vq0RQ3NDK8HH3yQr3/968RiMRobG3nXu97FwYMHUz+5JjPOxf79+3nkkUdS/1tfZv74j/+Y7373uzz00EM0Nzfze7/3e/zar/0aTz75ZNHHKyciciqMVdzA1bmlsl1wZizLwMAAdXV1HDp0iE2bNi3ax+VyrbglxyxK6PV6mZ+fL8oyks8kncWilGJhYYEXX3yRyclJtm3bVnIVZZNSLTmmdW5gYGBJJtdypHeXWkjQNJ9b39asqbV2d5c9zqeQMvpaMknwnz9OIhpl0jub0zrjausoOpuqdufWsgUbNx3eh2P2clnasrNuXw8OiqiLkwUFuPte5OzkbCo+xG6pM++dtS5y1ro1yh5r9w//8A/ce++93HnnnZw6dYo9e/bw3HPP8bnPfQ6v18uVK1cW1QAq5nhbtmxZsnxubo7Pfe5zfOlLX+Lnfu7nALjvvvvYu3cvzzzzDMeOHSv6mOVCRE6FSCdurL/TkUgkuHTpEgMDA9TU1HDgwAFaW1vT7lOpGjb2Y2QSINPT03i9XoLBIDt37iw6dqRSBQcjkQhDQ0NEIhFaWlo4ceJEXlNZ5EuxIseMV/L5fNTX13PkyJFFQYlm28shcsp9jEzurlAolIrzuXz5MsFgEE3TFsUYmA/TdO6u6EP/TGxkhPBckuikP2sfNIeD2GQSbaG4e6O2Yz3hs+NF7bsIpWhsdUD27haFe0sH9c7yChyTlrnLtLz+14mh0mYFmWOR1+tNZRMtdy2YcrBWLDmFYL4w7tu3jw9/+MOp5eFwuKhisFa8Xi8dHR3U1tZy/Phx7r77brZt28apU6dYWFjg9a+/Wmfp2muvZdu2bTz99NMicqoRu7iB3DOD2wN185nRutJTLkB6ATI3N4fX62VmZoYdO3Zw5MiRkga4Ygv2ZSIWi9Hf38/Q0BAbNmzA7Xazf//+srVvUqibzXTp9fb2opRi//79Gb/j5SrUtxzHyFRQzYwzCAQCTE9PMzQ0xPz8PLW1tYutB4OvEnr6CeJJF1Nn+3Mer6Z7H9M/LNZNdR3hs+eL2ndJW8cOofzlKSJoZ92+XTgos6vKQC3E0PpewrP3aNqsoJmZGU6fPo3L5WJiYiKVAWi6Ka0/tbW1qzYAtlJxgCtNIBBYYrEpVeAcPXqU+++/nz179jA6Ospdd93FiRMnOHPmDGNjY3g8niVzZbW1tTE2VnpmYjkQkVMmTHETCoV4/vnnufXWW1MxJ9n2MQN1nU5nzkBdK8ttyQkGg3i93pTb5+DBg2mj+wulXO4qay2e9evXp94gnnuuuAdeLgqxtkxPT3PhwgWi0Si7du1i69atWU3ly+WuWqmKx5niDKw1RQKBAHODPrq+/2U0zcHEq7kFg6t1CzOPF1e4z1FfQ3y2PDODK7eLhvoIZJ8rtChcW9rLH4tj5/xzcO3NS9LJHQ5HKqvummuuSS23uynHx8cXVQC2itbVMu9TIpEoq2V3teD3++npyZ0hVwhvfvObU38fPHiQo0eP0t3dzVe+8pWyTsNTKUTklIg5/UI8Hk8FFIfD+iCUSayYWUh9fX0A7N69u+DAsOWy5CwsLPDyyy8zNjZGZ2dn2d0+pVpykskkly5doq+vj7q6ukXB2cFgsGJBzfm4q6wTe5rBzvlYvSoZjG09xmqb1sFaU0RLJgl8+z5i8/PMjUVZCGafDFVTitisQpsvbq6y9bdcV5bKxgAbbrkeKjB9A0Dzvl1lj8WxowIzaMNe6Nq9ZF26WJZ0bspkMrmq532qRncV6CKn0jOQr1+/nt27d+Pz+XjDG95ALBZjdnZ20XGvXLmSNoZnJRCRUyTWuaXMCevM+iOgWxbsN5GmaYyNjeHz+Ugmk3lnIaWj0oHH5iSQJsVO8pmLYmNyzGrAXq8Xp9OZ1v1TqVo2kF2IRCIRfD4fo6OjdHV1cd111xVk9VqOmBxY3RN0Rh/8R2Kjo8zHHPgHcsfIRDd0kni2t6hj1XS3Ezpzrqh97Tjq66ihPBYhO662dupdlRU4Kc49m1Hk5Fss014B2D7vkz04PZ3Vp1LBwdUscipdDDAYDNLX18e73/1ujhw5gtvt5kc/+hFve9vbALhw4QJDQ0McP368ov3IFxE5BWIt4mcVN9bAYofDQTweT81YbU2xjsfj9PT05HRZ5MJ0V5W7WrA1psWcHmDv3r0V818X6q7SNI2JiQl6e3uJx+NZqwGbYqESmRTphMjCwgL9/f1cvHiRtra2ooVhtburcrFw6nFCJ58kiTOvdHHXps1op4uvRVPf3ULoTHlmB994y3Wo4GBZ2rLTvL/yVpwUVwbRokFU7eKCdaXcS9nmfbIGp4+MjKSssHarT6YJZwtlrWdXZSIQCJR9cs4PfehDvOUtb6G7u5uRkRE+8pGP4HQ6eec730lzczN33HEHH/jAB9i4cSPr1q3j93//9zl+/PiqCDoGETl5k0vcWDGtLOYD2ev1EovF2LlzJ11dXWW5uUy3Rz6z6eaDtZryxo0bOXbsGI2NjTz88MMVDdIrxF01PT1Nb28v4XA4ldGV7Vya56VSIieZTKZElDmBZnNzc8nTbKxmAVJpklNjBB68Hy0J0wMzJBeyC2ANWAh7SEaLqxnlOdhD6Ex5go1dG5pxV2gSzmW14gDa1l0k5iO4yihyMpEpOD0ajaYsPn6/n8uXLy8pgmf+FFKSAKrTkqNpGn6/v+wiZ3h4mHe+851MTU3R2trKbbfdxjPPPJMKcP6bv/kbHA4Hb3vb2xYVA1wtiMjJA9PMmkvcmDidTqampjh79iyRSCQlbsp5U5kiJ51brBCsBQebmpqWTE6plKpo7E8+lhy/34/X62V6epodO3awffv2vGJbzEGvkhNpWrPirr/++kVvqKW0nY/IMbcrxpK3GoWUlogT/OePk5yfJxLUCF+ZzblPzY79TP/w+aKOp2rcOOZDlOvq2Hjztai58k/CCctrxdGAeGcPWtgPzYszdZbLAqKUoq6ujrq6ukXZQtYieMFgMFWB21qSwOryyvRyVo0iByrjrnrggQeyrq+treXee+/l3nvvLetxy4WInDwwU8BziRtN05ieniYWi9HX18euXbvo6uqqSA0Jsy/FChB7wG66goNQ+QDnbDE54XA4Vciq2NgWKL/IMb9ngP7+/qICx7ORbyxRKa7K1ZjaG33gH4mNXSGRdDL56mDO7Z0bW5l98tWij7fhxPUEXyhPZWNP+2acgcoEG7vatiyzFaeHZE0dxCJo8QWU66pQWGk3T7oJZ+1TH8zMzKRKEqSb8LK+vr4qRU4ymSQYDFY88HitISInT3I9eMzieIFAAI/Hw/bt2+nu7q5on4oJPramrbtcrqwFB6Fyxfqs7dvPazQapb+/n+HhYdrb2zlx4kRRqYqmOC2nyJmdneXChQup+ZuOHTuWir0qF9VUJydfFp7/CaFnn0ZDMXHuCuTomwYk5utIhot7+Hs62wifLU+wMUDTgU5UYLhs7Vlp3nfNMltxrqaHJyMBnE2La+WstliWTCUJsk14abqYN2zYsCzzri0HgUAATdNE5NhY29/qKmBmZgafz8fc3Bzd3d3ccMMNvPLKK8tWaC1fkWNmdnm9XiD/tPVKixyru2phYYGBgQEuXrxIS0sLt9xyy5KZeotpvxwiJxQK0dvby+TkJNu3b+fw4cM8+uijJbebjnxFTqmWnNUicpKTowS+cj8A/ol5Yv7cdWBqduxj+oenij5mQ88WQq+UZ5Zxx9Y23BUSOK7NbdS7l9GK09FDsvbqC0Uy7F/1IicT6Sa8TCaTRCIRTp48idvtXjTvWm1t7RKrT11d3aq0eqbD79fLa1c6u2qtISInT+wXurXyb3d3N4cOHUq5UpZjXinzOLkEiDX4eWFhoeDMruWw5Jjipr+/n6amJm666aayvY2UWmwwGo3S19fH5cuX2bp1a6pOkCkQKiEUclmfotEoXq+X0dHRVPaJdULMfGvxrAauxuHEiC04mfPlrpIar2sk8nTxVpimm/aXTeAAbD7YhWOmQnVxDuxevowqIN51zaL/k9EQWjKBcuiuHbMW2FrFLGgIsHPnztSYbS1EaZ3GwuFwLBE+jY2Nq9LV5ff7aWpqWtPfTyUQkVMgfr8fn8/H1NRUxsq/yyVycllypqam6O3tLSn4uZIiJ5lMEggEmJycpLGxMWNcUCkUW2wwHo8zMDDA4OBgWqtSJVxhJpnq5MTj8VSKemtrK9dff31qcJ6enubixYsZZwK3u9RWiyUn8qVPE7syrqeLv5KfNSQarYHgRFHHUx43WjRQ1L7paNh/TcUEjmtz27LG4iTbdy6y4uhoJCNBnA16xs5asuRkwhzPrJ/DWojSxF7QcHx8nP7+/iXTWJj32XIXNLQzNzdHU1PTqnmBWS2IyMmTQCDAhQsXmJiYoKuri9tvvz1jLIbb7WZ+vriU1kLIZMmZmZnB6/Xi9/vZsWNH3pV201GJ6SOsrrN4PE5TUxPHjh2ryM1ZqLvKGpDd0NCQ1apUqWKDdgFindTT7FNzczOxmF7d1z41gllvJBAIpIqtmWm35oAci8UqXlU5FwvP/pjw8yfR0JgZnCUxv5BzH/f2a+GR4mYYB9hw4hDBF8tT2RigqaseZufK1p6Vut07cFD5lyWT+LZr0i5PRvxVKXJyvfBlKmhot/pYp7GwW3yWcxoLM31cRM5iROTkydzcHB6Ph9tvvz3ntAYulysV4FZJ7BYja6p1d3c3hw8fLrm+TTktOZqmpaxL8/Pz7Nq1C03TGB8fr9iNWUim0tjYGL29vTidzpwB2VA5a4jZrnluLly4gFJqUZ8yHdfj8bBp06ZFJfbNOdUCgQCBQIChoaFU4PSpU6dS4secUXo5HmLJ8csEHvoXAKIhRWh0Juc+zuYN+E8WV9UYwNPeQvj8haL3t7PuxgM4ZitTF0fbsJH1dcsncJJbdpCsTV+4MhkJpuK/qkXk5MqUzYRSKu00FmZBQ/s0FolEIq3Vx+PxlH3MCwQCEo+TBhE5edLV1UV7e3te2y63uyoYDOLz+RgfH6erq4sDBw6ULeOnXCJndnaW3t5eAoFAqpCf0+nk8uXLFQ9sziVypqamuHDhArFYLDWBZr6l6ytlyQmFQjz77LOEQiF27dpFZ2dn0Q8Xl8tFc3PzoiJhw8PDXLly5f9n782j5Djrc+Gnlt6XmZ6efdGskkbSSDMa2caWl/jGDhDrckION+ScOOG7Djcx+Xy+CH8cjvEBLuRiDr5cCD7BJPFxLgn5gBgCF8INCSCcGAkwtixZlmTN9DL7vvZ0V++1vN8f42pVz/RS1VXVM9bt5xwdcHfP+9b0dFc99fs9v+dBe3t77qQcDochiuIuvxG1Oh+1IIIA7vn/ASmbhUgYrF+fVvVzEuWDyFWe7O063InE1cpHzvPAMHD5JMC4zlce/CPHQFNV1OIc2B3hkIMkgmQSoOzuW4LkGGWgqkQxQ0M5xkK+wVhaWkIqlYLFYilY9dHz3lYj0uHtiBrJUQmt4ZnVIDkAsLy8jMnJSbS3t6uqMmmFXpKjTC8vVF3SG9BZDqWISCwWQyAQQDQazQVoajn5mUFykskkotEoMpkM+vr6cOrUKVNGWymKAsMwecRddpmV212bm5s5vxG73Z5HemR7/UruRlPffBb86hoIKKyPr4JI5athtt4j2Dh3WfNeMjynjhhHcADU3zls2sg429QMVxUnqqTWbkiO0vEjUpIDfYuQnGp55JSKsVC2u5QxFvINhvKfWm+wGskpjBrJMQFmk5xMJoOJiQksLS3B4XCYFp4JVE5ylCGVnZ2dRTVM1RhR30lElCaDBw4cyJuM0wIjhceygeTc3Bzsdjt6enpw8GBhjYQRKNTyUrrM7tT5KO9GV1ZWcqGKSuIjG62VIj78r15E8tJFAEB8I4vMVvm2Lu2pQ/RiuOzrioGysIBgHGmgbFY4bBxQftK9IniHDld5oupw2deIyRjYhjZTqiDVxl4bATIMs6uyutPQcGtrC/Pz8wVjLDweDxwOxy6yaUakw62AGskxASzLgufLiyi1IpvNYmpqKhee2dXVBZ7nTSM4wM0Rby3HKF+s1YRU6h3xLgfl+spja21trdhkULm2Xk2OKIq53Kv6+nrcddddmJ6eNv0krKUCU2jyRL4blas+stEaRVG79Adut3v777A8B+67/x8AgBcYRIIqp5KsTRC2rmn6/ZTw3TuC+BXjxMa+u4dBJSsPBC0FtqkZripOVCW9zaCdrvIvFHlI2RQkSTItx65akDU5+wnFDA2LxVgAyFV9Xn31VTQ3NyMSiZhqBPj000/jySefxNmzZ/HMM88A2O4kfPSjH8W5c+fAcRwOHz6Mj3/847lE8v2AGslRib1sVwmCkAvPrKurwx133IG6ujrMzMxgY2PDsH0KQW2sg3yMU1NTuYBPNaVTs9tVsm5pYmICU1NT8Pl8uOuuu/ImJiqFnnYVIQRLS0sIBoOwWCx5uVdmjaYXOoZKUehuVJIkJJPJHPFRii+dNhsO/fQfIGV5SKCxem1B1T7WnkFs6pimsrY0IPmWAaYRYDwu2MXKxtfVwDt0uKpaHNJ3VPVrpSRXa1dVGcViLJLJZI74/OhHP8Irr7yC9fV11NXVIRwOY3h4GMPDwxgZGcHAwIDu47h48SKee+45nDhxIu/xD3zgA9ja2sIPfvADNDY24pvf/Cbe//7347XXXsPJkyd172sEaiTHBMjEQI8jLXDzLn9ychJutxujo6N5d9NmjHfvRLl2kjKB2+Vy4dSpU3nHqHd9PZAkCel0OufDc/LkybyJCL2olIwohc4HDx5Ee3t73ufEiApROZgxGaY0TpMh63yy3/gy+I1NEEKwNc9BTGfLr+fyIHZZX+Cl61gPElcqrwLthO+uISBmTgjndhUnbcrahUCau8DU+cq/8C0kI6uIxxO5m7i3awzC24nkFAJFUXC5XHC5XGhpacE//MM/AAB+53d+B319fTh06BDeeOMN/PCHPwQAXL5cuZYN2NZVPvzww3j++efx1FNP5T33y1/+En/1V3+FO+64AwDwiU98Al/60pdw6dKlGsm5lSGXcwVBqKi0K/uiTExMwGaz4cSJE2hsbKx6eCZQnEgRQrC4uIhQKASWZXH8+PGyI9eFYEa7Sh69DgaDSKfTaGpqwvDwsOEjm1rJSDweRyAQQCQSKSl01ppCXgmq5aVBURSY138O/tp2uyiTphGfV1d95C1+CJuVOxu7hw8ZSnAsjQ2wJM0RGwPVr+Lw3YOaXm+jAYg8VlZWsLCwkCdGl//Z7fZ979NyK+iKCiEej+PUqVP44Ac/mHvMiBuZxx57DGfOnMGDDz64i+ScPn0a3/rWt3DmzBnU19fj29/+NtLpNO6//37d+xqFGslRCS1fXPkLpJXkyMQhHA6DpmkcOXIELS0tJcMzq13JkQlEKBSCKIq6E7gZhsl5whhxcoxEIggEAkgmkxgYGEAsFjPFkwJQ365Kp9MIh8NYXFxEZ2dn2TT1WymgU1yeA/e/vrH9/8Fg7Zo6LYvUcgCpX+gI0GQY0Iyx3w3fbQdBbZlUxWlsqm4Vp6kTklN7LlxLvQfW+iY0Njbm2iUcx+0yxFOSn2p5L6nFftTkGIFCwmO9570XXngBly9fxsWLFws+/+1vfxu/+7u/C7/fD5Zl4XQ68b3vfc+QFplRqJEcDdByh61Fl0MIwcrKCkKhECRJwsDAwK4WRiFUY1RdSXI2NzcRCASQSqXQ39+Prq4u3ScL+edFUdRV/o7H4wgGg9jY2EBvby96enrAsizGxsZM07eUa1ftjIa4++674XKVF3lWQ5NTDSJF+Cziz/8PEJ6HRICN4DqIWOb3Yln47hxGciqua3jJd98IEm9c1bFCPmydbWBi5oiNAcA7NLivqzgyPBYKPE0XFaMrDfEKjUYryc9eCZjf7u2qQiCEgOM4Q4XHc3NzOHv2LM6dO1fUmuSTn/wktra28NOf/hSNjY34/ve/j/e///24cOECjh8/btix6EGN5JgENQSEEIL19XWEQiFkMhn09/drMn2rVruK53m89tpr2Nra0h0TUWh9ABVf1HdWSXaOqps5vVWsXSVJEhYWFhAOh+FwOHDbbbflJSGrWdeM6TwlqtFSSH39y+DXt1tTyS0R6c3CznnOwT403HYUno56OJEGVe8HtlYh/OFdWL+2ism/+ymy6+qjEyifx1CxMQDUH+8EFTFpoqqxCS5LNas4HZBclQnvnRYKXJGPTjFDPKX3UiQSyfNe2jmJV412161IcgDjfXIuXbqE1dVVjI6O5h4TRRHnz5/Hs88+i0AggGeffRbXr1/HsWPHAADDw8O4cOECvvKVr+Cv//qvDTsWPaiRHA3QcvdbjuRsbm4iFAohHo/nOQBrgdyuMqrVsxOJRAITExPIZrNwu90Fw0j1QlnJ0QI5uVwOqyxWJTGTMOxsV8mJ78FgEJIklW03FsOt0K7K/uLHSF7ZFjzyIoPN8Zvj4jafG413n4DzUA/cNgms7GEjceD9HbBEtqMSLNko2g7b0PrffwtpyYnFl4KY/dZ5oMzNg+PoAQhjlcc/7ITzYC9okwgO8Pap4gAATVGwEvXfp2LeSzzP51kQKFO/ldUeM6JGRFE0/Dy21yCEGO6T88ADD+DatXxN2yOPPILBwUE88cQTSCa3a607/zZmT8xqRY3kmIRiXjnRaBTBYBDRaBQ9PT26HG3lnzNaSJdOpzExMYGFhYWcmHhwsPITYylQFKWp2qKc5vJ4PLlx+mIws5KjbCtFo1EEAgFwHIeBgQFdrbxqkBwz9xCXZsB9b3vig4DCRmAFrXccgu9wO5xNHlAMjW3al4AyfzLr9sOytbz7WCUBDsTQf38ren/jA5id3ELsxQA2frHbwdg1NAB+3NgqjnfABypiThYd469yFaexHZJL392+RdQfPmyxWODz+fIqnMrUbzlcVo4acTqdu8hPpe2uW7GSk0wmIQiCoe0qj8eDoaGhvMdcLhf8fj+GhobA8zwGBgbw6KOP4gtf+AL8fj++//3v49y5c/jnf/5nw45DL2okxyTsrORwHIdwOIz19XVdLrs79wC2tR9GfGl5nsfk5CRmZ2fR1NSE06dPg2EYrKysmFYtAtQx/52+MsUmzipZu1LQNI1sNos33ngDKysrhoWiVkuTYwYIn0H8+S+A8DzAMGgcPYKWeywot5tosYPhU6DKEC+aT6Onyw7852EIf3wvNkJbmPrai0jNrQE0DcYO8AaSN9eJw6Aj5k1U1R0/DJqqHsnRU8WRwQgZECKBoowV7ypTv+W4EbndVcgJ2Gaz7dL5OByOsp/tW3G6KhaLAUBVHY8tFgv+5V/+BR/72Mfwnve8B/F4HAMDA/ja176Ghx56qGrHUQ41kqMBlRgCJhIJhMNhrKysoLOzE/fee69h+VJykq4gCLoCOUVRxMzMDCYnJ/PMBoFtl2D5NWb5YpSqtsi6pWAwCJ7nC/rKlFvbDMLA8zxisRgSiQTa2tp0uycroaXKood8mlHJSf79X4Df2ARYBk23HwfNlD82Agqi3Q1rYlPTXmw2hpZuGs2fehcylAcr19cw/7V/qvTQdx8XRYHxCnnVJiPB+BvhslaxiuNvg+TWfxGkQEDSCVAO/YaaZfdStLuamppyj8vtLvmfst21U+fjcrnySM2tOF3FcRwcDofpbbiXXnop778PHjyI7373u6buqRc1kmMilpaWEA6HDb8IKqFHfKz047Hb7QXN8mRiYybJKVZtUbaA5GkurXdgRpMcZbtMDrjc6QKqF9UyAzQa2Qv/itTVKwBNo/Edw6Apdb9Dpr4V9thKxftSRILNLqL7wYOwuP4Tpv7yOxWvpUT9HSfgEpYMWasQ6o4fqWpGFd99xLC1xCQHugokpxiKtbuUjtsrKysIh8MQBCEv+DKTyVRF81ZNRKNReDyefe9RtBeokRyDkclkMDk5iZWVFTgcDpw+fTrPAdZoVOKVI7d+wuEwKIoqKZClKAoURZk6xbXTiyeZTCIYDGJtbQ0HDhzQ1QIyiuQQQrC8vIxgMAiGYXDixAmsra2ZclJRU8mRJAlra2ugaRper1fz+2O0JkdcmAL3Ty9sE5x7ToGR1H0mM54m2HQQHBlUYxtoIYWOO7tAs7+Lib/4lr71WAZOTxaI6z60gmAaGuGyVjG+oaEVkse4VoaUioGQyv2xzEAxx+1MJpPT+cRiMaTTaYyPj2NycnKXzkdNu2s/opZAXhw1kqMBJdOVFdM+DQ0N6OrqgiAIphIcQFslZ2frR/bjKVW6pSiqKknhoijm0tXn5+fR3t5uSGvPCJITiUQwPj6OdDqNgwcPoqOjAxRFYXNz05T3pZwmZ21tDePj4zlyK4/jynoG+cRdroVpFMkhfAbc33wRRBDQeP+dYHh1wlTB6oQlw5XV65Tdv6UbzFsTWhSAttvaQX/kYYS++I2K16w/PQIqPqfzyIqj7sQgaFSvVSX0qM+oUgVRAMmmQdmMr04bCYqiYLfbYbfbc9lwv/jFLzA4OAiGYXLkRxkw63K5djk573cNj0xy3o4EzWzUSI5OCIKAmZkZTE1Nwev14vbbb0d9fX1VwjMB9ZWcSCSCYDCIeDyuufVjtrMyTdNYWlrC9evX4ff7Da1+6ZmuUhoMyjEMypadWePpxaosHMdhfHwcsVgM/f39aG1tBbDdSuQ4LvdveXkZyWQSVqt1F/GRfUiMrOQkv/YMhEgETf/hbtCCugs3oWhIVjvY5JauvYnDA4rO/z0oAC3DzaA+9gEEn/57zWvSDjsctL7jKgXB5YaTTQG66Z06EF8LRAOrODKkVAz0Pic5hSCPkHs8nrxpJLndJet8VldXMTk5CZ7n4XQ6d4mc9eggjUY0Gq2q6PjthBrJ0QAlSxZFEXNzc5icTuFA6wAAIABJREFUnITD4dilZ6mGG7GafTiOQygUwsbGRsUj62ZVcmRN0NbWFux2u2bTPDWoZLpKWVHq6OjYZTAow6wpqJ2anEwmg1AohMXFRXR1dWF4eBgWiwU8z0OSJFgsll3us4Ig5O5SOY7LCTMZhoHH44HVas051DqdzorvALM/+2ekrl1F0wN3gxazgMr3I1PXokuHAwAEANXYClrY3fahALQc9YP+xB9i/KmvalrXd/oEkJjWdWyl0HhqGAytfwxbLYReg6s4b0FKxoD6FlPWNhPFpquKtbuy2WxO58NxHJaWlnI3ETtFznq+S3rAcVytXVUENZKjEbKb7cTEBCwWC4aGhgoGU1aT5BQiIMlkEuFwGMvLy+jq6ip6oVYDo0mOHGMRDAZBURS8Xi9aWloMJziAtnaVKIqYnp7G5OSkqoqSWQJhucqiPJ5CsRClTqYsy6K+vj7vTlUmNRzH5VptFy9eBEVReSdqtQZs4vwkuP/9j2h64B7QEMqa9MnIeJt1ExwAQGtPQYKjRNOhOlB/9kcY+9TzqpZk6jyw8gYcWxEILjc89uoRHOJrhugxzjslb20+A8JnQVnePsZ6hBBNI+QURcFms8Fms+XaXQByk7My+Zmbm0M8vi3gUra55O+S2YntNU1OcdRIjgbE43G88sorAIDDhw+jtbW16IWmWiRnZytJWYVobW3FPffcA6fTqXsPo0iOnH+VTqcxMDCAjo4OXL9+3bRpBzUkhxCChYUFhEIh2O12nDp1Kq8qomftSpHJZHDhwgVYrVbVx1MOStt9j8eDra0t3H333XkTKcvLy7kMNeWJWiZA8sWBZDLg/uefw3/vHWBYCiSh7sLN292wpNRHNBQDcXhAUere+8ZeN4599kN48+PlbeYb7jwGKjqp9/CKwnqwF9UcXjZci7MDYioG1tJY/oX7BPJ5TO8IOcuyqKury2sRSZKEVCqVq/isr69jamoKPM/D4XDsEjkbGRxcIznFUSM5GuB0OtHf34+2trayX5JijsdGQ67kKMMg/X4/7rrrLng8xox4GkFyOI5DMBhEJBLJBWjKF0yz86XKiXgDgQBEUcTg4GBJ4roTZrSr5LiPdDqN48eP60p4LwV5zWIl+mIna3kUt+Ol/4X64UGwDhtIVJ1+RaJpgGFBZ/VEb8ptqhbV+h8AaOhyYOi/P4brT3yl6GusLY1g47NFn9cL2teA9sbqVT0kb6NpVZzcHkkO8L79SI4ZQmKapuFyueByudDScrONJ093KZ2ck8kkLBbLLp2P0+msiIDFYjH09PQY+NvcOqiRHA1gGAYdHR2qXitXcsx0Cga2L1aRSAQ/+9nP4Ha7TdG16PHiSaVSCIVCubbZ8ePHdxlWmTm9VYzkxGIxBAKBnIj3wIEDmk8uRrarEokEgsEg1tfXc+P87e3thqxdCKWExxRFwel0wul05vKGlNoE8ot/RV1bPViPG2RTvbg+622GPbaq+9i3HD74NRAcGb42K0588U9x9SN/UfD5+tF+UJEpvYdXFJ6hQTB01rT1dyLS2AWXyfoQkkmAiAIo5u1xKRFFMRclUy3I7S6lZlMUxTwzw/n5+Vy7q1Bie7l2F8dxNeFxEbw9Ppn7BFrIisVi0dz/1QJJkrC4uIiFhQUA2+mvamIOKkElJCSbzeYiIlpaWkq2zWiaNq21J5McmWym02kEg0EsLy/jwIEDGBkZ2VMPHp7nEQ6HMTc3h/b2dtx3333gOA7RaPmWjt6/tRaCJmsT2JU50FIUFl8dyOY6tusq5bEtNNZPcCSHG/Xeyid66poYDD/zYbzx4WfyHrf3dILZmtZ5dMXB+BrgdZhf2ZVB6hrh6uyuyl5SigPjNl5PZwb2S6QDwzC72l1yBVVuHW9sbGB6ehrZbBYOh2OXyNlms+XOAUaHc95KqJEcjVA7emt0rpQMWbQbCoVACEFzczN4ns+zPDcaWkjOzoiIO++8s2yvmGEYZDLmiDHl9z6bzWJmZgYzMzNobm42RKukp12ldE72er157cV4PK7qM6anilQJQSKZFNg3fwbGVwcS2VA9ScXbvbAkIpr327U/ADS0gJH0fVa8DRRGvvz/4sqffgl46z2sP9IKKmJeq8p74mhVfXHE3mNAlaZ83k4kZz+HcyorqMp2VzabzUtsX11dRTKZBEVR+NznPoe+vj6k02lEo1HwPK87O68Qnn76aTz55JM4e/Ysnnnm5g3Cyy+/jI9//ON45ZVXwDAMRkZG8OMf/9gUd/9KUSM5JoGm6VyFwig/hY2NDQSDQaTTafT396OzsxOLi4tYXFw0ZP1iUENyZPFuOByG1WrFyMhI3jRCufXNDqT8+c9/DrfbXTa1XAsqaVcRQrC6uopAIACapgsGjVYroFPrsdOXfgTWZYe0FVE9SSXRDCiaAq3SAbkkWnvB6iQ4Mjx1BKNf+Qgu/z9/DtfhPtAmEhzG1wC3rYoTVV4/BG/1SIeUipsS2GkG9jPJKQar1brLIkIURWxtbeGhhx7C1atXMTs7i09/+tP45Cc/iWPHjmFkZATvec978Nu//du697948SKee+65XfE1L7/8Mt797nfjySefxJe//GWwLIs33nhj3+WC1UiOiTBqwioajSIYDCIajeZM6eQvqh69jFqUqrQQQrC2toZgMAhRFMtOnRWCGcJj5Zg6AAwODmoK9lQDre2qaDSK8fFxJBIJDAwMoLOzs+AJoRrZVYDGSlDwVbBCEiTOARn1FQne0wgbt1bB0eWDOL2gaEFtd0wVXG4Rp/7yI1j8/otAJGbcwjtwK1dxAABEgpjkwLr2f7vkVgnnZBgGfr8fZ8+eBSEEBw8exE9+8hO0tbXhypUruHLlCiIR/dXTeDyOhx9+GM8//zyeeuqpvOcef/xx/Omf/ik+9rGP5R47fPiw7j2NRo3kaISWO2C9JCcejyMcDucynArpR8x2Iy61x9bWFgKBAOLxOAYGBtDV1VXRCcToSk4kEkEgEEAymcTAwABu3LiBhoYGw/VKaisuSh1Qd3d3WUNGo3Oliu2hFmR+DJblEEg6BZJQH+aUrmuFndOvwyEAEjYnvCa8J7bWRtT/1rsR/bu/MXxtYC+qOA0Q6vTbDWjF4mQIK2lS1HJgv+DtWMlRA47j4PP50N/fj/7+frzvfe8zZN3HHnsMZ86cwYMPPphHclZXV/HKK6/g4YcfxunTpzExMYHBwUF89rOfxT333GPI3kahRnJMRKUkJ51OIxwOY3FxER0dHSUznKrhx7OzXRWPxxEKhbC+vl6xi3Kp9SuFckKpp6cHt912G1iWxfj4eFWciXdCOdbf3NysOom+GiQHUFfJIStTsEy+DsLzQEy9vw3vrIMtvq7n8G6irRdeGC/aJTSDpLcZlvo2sB2dEBbmDd/jlq/ivIXmOhdsTT5w8Xie5cDOOATZH2avcCuSHJ7nkUqlDPfJeeGFF3D58mVcvHhx13OTk9teUp/+9KfxhS98ASMjI/j7v/97PPDAA7h+/ToOHjxo6LHoQY3kmAitXjnKiaTm5uZdDrfF9qhGu0oURaTTaUxMTGBhYaEs+dICve2qbDaLiYmJ3ITSzuMyy7Sv2LpKc0GHw5HLM1MLtRUiPZUp+WdLWRxIm0uwBn8FIonA1mZOpFsOEmMBRSRQxID0d1cdKMrYNpUMvvEAJIoGCEHdBx/Fxn/7pKHrM/W+6lZxPD4Idf7yLzQBFBHR5POi5a08NaXlgJz+vbCwgHQ6DZvNtov4yJlqZmO/TFcZCXkSU8s5phzm5uZw9uxZnDt3ruA5Xj4/Pfroo3jkkUcAACdPnsSLL76Ir371q/jc5z5n2LHoRY3kaISWL6LaKosy5LO+vl7VRJIMuZVkth9PIpHAhQsXCsYL6EWl7SrlJJfP5ytqgFhNkrO+vo5AIABBEHDkyJGc540W7Id2FYltwDJ2fpvgaJikAgDe5TOkikNAgWpo0mT6pxai1YmU7eZ3jHLa4XrXGSR+/EPD9vCeOFblKs7QnlRxcvsnOdC27YnFUnEIyhwoZabaTuJTqTFeyWO8BSs5sVgMLMvqnhZV4tKlS1hdXcXo6GjuMVEUcf78eTz77LMIBAIAgKNH8x21jxw5gtlZ80T8laBGckxEOZIjSRLm5uYwMTFRMORT7R7yWkZ/eeUx53A4DEmScMcddxh6tyBDa7uKEIKlpSUEg0FYrday75tZjspKMhKPxxEIBBCJRNDf34/u7u6KT9DVEB6XquSQFAf2+r+DFgWIySQoDe3QdH2bMblUANDWYwrBAYB1mw/2Hb+3/f77kbzw7yBJfY7MwFtVnGpmVLnrIdTvTRVHxkzCh4EyQ10sy8Ln8+UZlkqSlJcDtbi4mLNRUBrjGZEDdSuSnGg0Cq/XayghfOCBB3Dt2rW8xx555BEMDg7iiSeeQF9fH9rb23NkR0YwGMRv/uZvGnYcRqBGcjRCqyFgIZIjX6RDoRAYhsGxY8fQ3NxcUSXGDD+encfX29uLubk5UwgOoI2EbGxsIBAIIJvN4tChQ6piD8waUZeP+8aNG5ifn0dnZ2dBR2etkMlTueqcEZW7nWSKZFNgrr4IWshAIDTouPqpo6zLB5sBQmMAIK56UJRoSptK9DbBXr/bV4qiALz/9wADRMj/p1VxeIsX4YgPbU1JuGwarQloOkdiZOw0xjNK53OrTFcpYUYCucfjwdDQUN5jLpcLfr8/9/hHP/pRfOpTn8Lw8DBGRkbwta99DePj4/jOd75j6LHoRY3kmAiWZfNGr+Vx61AoBJ7ncfDgQd1jzTRNg6Iow/x41tfXEQwGkc1mcwGasVgMMzMzutcuBjUkhOM4BAIBbG1t7RqjLwcz2lWiKGJhYSEXylcusVwL1OhljNpDCSLyoN94EUwmAQE0qNUF1euJrA2MmAVlQAWKUBSohkZTqjiEopGqay36fMPgYUSPHodw41rR15TDnlRxfHtbxQkmOwEAaxwDl03/IEQxY7xMJpMjPrFYDIuLi0ilUrBarXmkp5jORxRFw3zL9gtisRg8Hk9VNE1KfPjDH0Y6ncbjjz+Ozc1NDA8P49y5c+jv76/qcZRDjeSYCJZlkUgkAOSPNff19VWUlVRqH73tGDnLKRqN5rKcZBJhZrYUcLMiUuiirpw06+rqwokTJzRXSowkOYQQLC8vIxAI5Kpoo6OjhvvvyHuVO5ZK21pKIgUARJJAX/13sKkoJNCgNtag9jcioCA6vbDG1edYlURrr2ltKsF/ACJVnBxTAOof/gOsf+IJ1ULrndieqKoeydmeqNq76kTGUo/V+HYVZpVj0dNo3rSnGp3PxsYGEolErkKkrPoIgmCodmU/IBqNViXS4aWXXtr12Mc+9rE8n5z9iBrJ0QitwuN0Oo1Lly5hc3Mzl76tp6dcCHq8cpLJJEKhEFZWVtDd3Y3h4eGiAZpmVRZkMqVcXzl+3dTUpCuGwSiSE4lEMD4+jnQ6jYMHD6KxsREvvfSS4e/LTgJSCGtraxgfH0c2m83duZa6gy2GXFvsxnmw3BokAohcFIygPkgyU98Ge2xZ9etLHo+7HpQJ4+IAQCx2JB0qyvoMBe/D/xdiX/87zXuIThdc1ipWcVxeCAVab9UDhRvxrtx/RZI0eBGwVFH2okXnI4oiYrEYksmkpgDM/YxYLGZ4u+pWwtv3L7vPkUwmsbCwgK2tLXR3dxui1SiGSio5yrHrtra2kh4uMgkxa/xSXlP+Hebn5xEOh+F0OjWPXxeCXpKTTCYRDAaxtraGnp4e9Pb25tkDSJJkaJ+/FMlRCpz7+vrgdDqRTCbBcRymp6dzkyo7iY/D4dgVHZFD8BVYNhcgEQIxzYNJqTf8y7r9sBkkNCYUDareD1o0hyRkGrtVVzysx4fAtLZBXF7StEf9yBAY2lxLByXEviGA3jstTtLSgK34zZsPAgprHIP2+uq9B4VQTOdz6dIluN1uWCwWrK+v5wVg7mx37aWfjxbUEshLo0ZyNKLcHXImk8HExATm5+fh8/ngdDpx5MgRU49JSyVHOa5eaux65/qAeZMJMkFYWVnB1NQUCCG6xNiF1q+E5PA8j8nJSczMzOSIoNIzQj42o/U+hdZVklJZ4EzTNHie35VpI9/BchyH2dlZxOPxvBFdeUoFAOjZa7CuTLz1sxSYmPqWk2hxgOFToIxSB7f1mEZwJHcDMhYNoYGEoP6/fAgbT31K9Y8wdfWod5tv4iiDOL0Q6purtt8uUBTe5Dp3PbzKsXtOcgpB/l75fL5dOh9lAObS0lJBnY/b7d51s7AfUEsgL40ayTEIPM9jamoKMzMzaGxsxOnTp8HzPK5cuWL63mr8eCRJygVo2u12jI6O5l0cS0EmIYIgmHJ3w3EcACAQCOiKhygGrSPk8mh/OByGx+Mp6lukVjujFcp1lcdSV1eXJ3Au9DdnGAZerzfveJWle47jMD8/j3g8jn6HCNvCGACAJzSYDfVCYwIKot0JqwHp4gBA3D5QxKQ2FSgk69s1/xzldsL56+9E8t9+our1nuFj1dXi7HEVh2OaEBd2G8WtxxlIZE8PrSgK3ajJOh+lDYUgCHnER66S0jS9K7rC5XLt6cRWLBZDc/Mekt19jhrJ0QlRFDE7O4vJyUl4PJ689grHcaZHLgCl21Vy6nUwGAQhpCKDOoqiTBEfK/VAFEVhdHQ0r69uFNSOkMvTb4FAAIQQHD9+HE1NTUXfK7MqOTI2NjZy9uknTpxAU1Nl2otCpXtxeQq24MugAAhgQK9pS7LP1Lca5odzs01llti4EyJd2anO+c53IvnL80C69LHR3jq47eaQtEIgTg8E315WcWhcj+2u4gCAIFGIJGj43eZ8L/RAbTWaZVnU19fntcqL6XwkSYLL5dpV9amWzicWi+2rGIX9hhrJ0QjlhU2ujNhsNgwPD8Pv9+ddEC0Wi6mCXRnF2lU7gyqLpV6r3cMoksPzPCYmJjA7O4vW1lbce++9ePnll027G1LTrpKny2KxmOpqEkVRqiMYtECeyBsbG8PBgweLHkulnykSWYYt/AooEEiggM01TREMGU+TYTocAG+1qcwhOIS1IenUQ5wJfH/0fyPy5T8v+SrvyHEwVfTFiTQegHMPSyURpgVpyVL0+VWOhd+tXrxeLehpuZfy85GrPpubm5iZmSmo83G73aaMr9faVaVRIzkaIY8QB4NBAChZGVEa9e1MDzcSOys58XgcwWAQGxsbhk10GUFyJEnKxTB4vd68NpCZY+qlSE46nUYoFMLS0lLRpPdyaxvVrspmswiHw5if3w6KPHXqlOGVLSm+CcuN86AkERIAMcaB4dW3WASrE5YMp3q8vByIp8G0NhUAZBoP6B6vZjraYR08iuz4jYLP03X1cNurd0Endjcc3XvoRUKzeDNauv23yjE40lal49EAo4cnlH4+ypZRNXU+NeFxadRITgVYWFhAb28vOjo6St7ty18ms0mOXMlResp0dnbivvvuM+zOQQ8JURJDhmEKtl7Mil6Q195JcgRBwPT0NKamptDY2FjxiLoR4+lyfMbExATq6+tx+vRpvPzyy2WJqdYTI0nFwV77d9Air5ik4tT/PEWDWO2gk1ua9i21HlXvAy2YJDZ21iNjMcIThcD7+x/A+icK+4F4TxwDU0UtjtQ/BIreu2iCNaoNPCn92UzxNLg0BY+9ekLsciCEVM3xuJTORyY/hXQ+8v9q0fnURshLo0ZyNIKiKNx+++2qU6LVhnTqPabNzU0sLi7q9pQphkpJzubmJgKBQM5bpqOjo+DF2azoBQC5KSRg+0S3uLiIYDAIu92O2267TVe1RA/JIYRgfX0d4+PjAPJ1N2orRKr9cLJpMFd/CobfbqlonaQCgExdi3G5VMBb2VTmkAMCIOXrNC7qgGXg+d2HwX3rG3kP0946uB1V1OLYXeAbWsq/0CQIYHAjpm7/VY6Fp4o6pXKQv6d7lV1VSucjE5/l5WWEQqGczmenyHnnjQ8hBLFYzLTInVsBNZJjMswkObLoeWZmBjRN44477jCtbKnVi0fZMuvr60NPT0/Jk4vZ7SpRFPNyrw4fPqwq96ocKk0Ml2MqotFoQQ2QkUnkRORBX92OawAAnjBgNuY1rZHxNhtKcJKsA04pY1rektjQAYEx9vRmGz2J5Is/gbi+lnvMOzxU3SpO3xCwh5M8C0IrJKKOJKxyDPqb9g/Jkc8v+ymgU6nzaWvb7u+V0/nIPj/Xr1/H7bffbqom5+mnn8aTTz6Js2fP4plnnsl7jhCChx56CD/60Y/wve99D+9973tNOQa9qJEck2EGyZGrEaFQCBaLBZ2dnaaLz9R68WQyGYTDYSwsLGhqmZmRLyVDJjgrKyu5hHCjTnRaj1upu+nq6sLw8HDBVqZRgmYiSaCuvQT2rRaTABr0urZJKt7mhiUV1X0suWOiaNiaW0ATc8g/YSxIukzIciIE9X/0J9j43H8DsEdVHH/x3C2zkeQJJjPqR/GjKRoZAbDtk6uMTHL2e0BnMZ1PNpvN2UCMj4/jv/7X/4qFhQXYbDZ8+MMfxunTpzEyMoKTJ0+iv79f9+958eJFPPfcczhx4kTB55955pl95xlUCPv7r71PoTXaQW6V6IU84vzLX/4SoVAIhw4dwunTp+Hz+UwjCDLKVVoEQUA4HMb58+eRyWRw+vRpHD16VLUmyIxKTjabxdjYGKanp0FRFO677z709fUZeienluRIkoTp6WmcP38+F+h55MiRolotIyo5hBBQYxdgiW0ng29PUq2D0vBZkWgaYFjQooEX8/ZeWEwiOACQbewGMSnLiarzwHnv/QDkKk71xqSlvmN7WsWZSDVD2yWDwhq3TxgObk5WvR0uzIVgtVrh9/vR09ODd7/73bhx4wauXr0KhmFw5swZrK2t4fOf/zyGhobwl3/5l7r2isfjePjhh/H8888XbOdfuXIFX/ziF/HVr35V1z7VwP75BN6iMKqSE41GEQgEwHFcLkBTZup6sqvUohgJIYRgYWEBoVAIdrsdp06dUm0yqISRwmN5iksW8vb19SEajZoyvlmOjMjEdHx8HDRNY2RkJC9csBgMmdoKXYTlrbaUBAoip22SCgB4TzNs3Kq+41CAeP2gJPPaO5LDi7TVZdr6AOA88x+RuXEdbicPo8yey4HYnHtaxRFZJ9bpPs0/t8ox6PSZ7xWmBmbF0uw1kskkHn/88Zxeh+d53TfWjz32GM6cOYMHH3wQTz311K79fu/3fg9f+cpX0Nq6d59JtaiRHJOhl+QkEgmEQiGsra2hu7sbJ0+e3HX3Xw1x806SI4tmA4EARFHE4OAgWltbK75LMkJ4TAjBysoKgsEgaJrG8PAwmpqasLCwgEjEGGfenShVyZHLyrJZlxafIr2VHDJ9FdblUO6/xXQWTFL9JBWwLTQ2lODQDChvvWnRDQAQdTeDNv1OnaD+g4+CufJjk/e5ie0qzt5doCezXeVfVABrMQqh8CTqvO49j0Wo1mRVNRGLxeB2u/N+L4vFomua94UXXsDly5dx8eLFgs8//vjjOH36NH7rt36r4j2qiRrJqQBa21WVEBBlBlZ7e/uu3KSde5gl2pXBMAyy2W0vEKVx3s6qkp719fwO0WgU4+PjSCQSuSku+ZjM1PsUWjubzSIUCmFhYaEi7x1AnyZHWgzCOnvt5vEIABtd17QG7/DCYlBkQw6t5mVTAUDS2QDa4TZt/RwYCyZ9d2CIeRG0aH6Vgtgc4P3aYymMgmDxYD5S2fQOoRjEsnZszcwgHo/nCW3lySGn01kV8mFW9t5eIhqNwuv1GkYc5+bmcPbsWZw7d67g9eYHP/gB/u3f/g2vv/66IftVAzWSYzIsFosmkqP0b/H7/XlZRcUgt6vMdFaWSc7Vq1exvLyM7u7uii7exVBpuyqVSiEYDGJlZQU9PT04derUrjFLM0mOkowo22QNDQ24++67c0GYWlFpu0pam4V14rWcWV8lk1QSzYICQEvGXcBzbSqTbuIJzUD0F44ZMBoRqglZiUVk8Dfgf/NfTd9P6h0CmL2rQART+t5XW30Pho62F41FIIQU9IkxmpDciiRHNgI06rx/6dIlrK6uYnR0NPeYKIo4f/48nn32WfzJn/xJTgagxPve9z7ce++9eOmllww5DiNRIzkVQGslJ5Mpf/cqSRLm5+cRDofhdDo1+bfIF3Wzes48z2NjYwObm5u5NG6HQ0Oiswpo1RUJgoDJyUlMT0/noiGKHVM1Kjmrq6uadTelUEm7imytwhr4Jai3fk4EA3p9STOv4D1+2Li18i9Ue1xVaFPxjd2QTBIbK0FYB5Yz2yf4leZR00kOsdrBN+6ddXDGUoeVuD6juTWOASHFYxGSyWSO+KyurmJiYgKiKKryidGCW5HkxGKxvPdTLx544AFcu3Yt77FHHnkEg4ODeOKJJ9DY2IhHH3007/njx4/jS1/6Et7znvcYdhxGokZyTEa5dpVSR0JRFI4dO4bm5mbNRArYvvAb+SVWOvFarVbU1dVheHjYsPWVUFvJkTPDQqEQXC4X3vGOd5QdnTfTTVmemuJ5XrPuphS0khwpvgXLmy+BkrZ/Twk0yOY6aEnb752ub4U9ZpwOBwDQ1mtaNhUASDYXUjbjTvSlsCzdNMJLSlbEum+Hd6awdsEISH1DwB5emMcTB3SvkRFoxNI06hy7bzQoioLL5cqreBJCkE6nC/rEOJ3OPOLj8XhUV5NvReGx0dYhHo8HQ0NDeY+5XC74/f7c44XExgcOHEBvb69hx2EkaiTHZJQiORsbGwgGg0in0xgYGCgbE1EMNE2DoigIgmDIBNFOAe/x48fB8zzm5uZ0r10MaoTHckK4JEk4evSo6jR1M9yUZT+gzc1N+Hw+3HXXXYZGd2ghOSSdAHvt33Jj3hLw1iSVNmLBO+th47Rpd8oeW10jKDFtWpsKANL+A6aZCiqxkSLYsuY7ia9032saydmu4uydFifAwXoKAAAgAElEQVRlacBm3Bjn9FWOKUhyCoGiKDgcDjgcjrz4F2UeVCwWw8LCAtLpNGw2Wx7p8Xg8sFqtu84Nt2olpxbpUBo1klMB9AqPZbfbra2tXICm3i+fUeJjObk8lUrlEa/V1VVTxc2lhMfK92tgYECz0NnIdtVO3U1TUxN8Pp/h2WTlhMeiKGJychKR9VWM8PNg+NTN59I8mGRM034SYwEliZrSyMuB0AwoT52pbSrR2wyeNd4aYDcoxOz92GmLswUvYu5WeOPLhu8o9R7buyoOReEGV9lEVSGscgwONusbay6UB8XzfI74cByH1dVVJBIJWCyWPNLjdrshCMItOV1ldjhnOZ2NUc7sZqFGckyG0gwwlUohFApheXkZXV1dOHHiBKxWqyH76PXKSSQSCAaDWF9fL5hcbmbsAlC4paR0T9bzfhlBcgghWF1dRSAQAE3TOHnyJPx+P65du2aK3qeY8FgOOw0EArBZLBjFCizZZO75rEhpnqQCAN7lgy1ubBXH7DYVoWgkvdXJcUpbGpBO7yZTFEVhdfAheF8z1hSNWGzgm/auihNnGhETCk9zVgIuzSDFU3BYjL0gWiwW+Hy+PP2iKIp5xGfmrcku+fWhUKjqk11moRok5+2OGsmpAJU4Ho+Pj2N2dhatra2mBGhWWslRxgyUGlU3m+QoW0qiKGJ6ehqTk5Pw+/26ppQA/SSH4ziMjY0hHo/ndDfyZ8Co+IWdKNSuisViGBsbQzKZxKGBATQvXwMbvRm3wBMazPqC5r3S9W3GBm8CIHVNprephMYDkKrhHUMzmM0UF5LH3Acg2D1g09p8iEphu4qzR6dnisZ1zvhJtdUYg26/+SP3DMOgrq4u7+IvSRLefPNNSJIESZKwuLgIjtv+e+2c7NrpO7OfEYvF0NVlXMXtVkSN5JgIURSxvLwMQRDAcRzuvPNO0/qnWis5oihiZmYGk5OTOU1JKZW+2a7KNE1DEIRcQrjVasXo6GheaVrP2oQQSJKk6eSVyWQQCoWwuLhY1IjREGfiAlCSJ6XvTnd39/Z4540LYKM3iUmlk1RZV4Ohhn+A3KbygBazhq6bt4fVgaS9OnewMboJYolQSolQWD92Bq2XXjBkP2KxgW+uzjh8IWwxzUiJxlSYlViLV4fkFAJN07nprp6eHgD5k11yq8usyS6zwHFcTZNTBvvvr/Y2QSlhqDLqQG6vjI6Omip6U2s6qAz3tFqtubZLOciVHLO8eJLJJFKpFAKBAA4dOoT29nbD9pGJjVqSo9TdlKskmTWeLpOc6elphMPhPN8dfuxlsGszN48XFEhE+ySVyNrACJncyLlhMLlNBQCZKomNwdqwkClvhLfqPYRmigZtgKZpq6ETjr3S4tAMrsc6TFl6I8FAEAF2j361ndNVyskueWJInuySR9qNmuwyC7V2VXnUSI6BkHOKgsFgLuqgubkZ586dM3y8eyfUtKvkGAae53Ho0CG0tbWpJhLysRs9hplMJhEIBLC2tpYL0TT6fVIeeynIupvx8XGwLKuKAFIUZUobj+d5TE9Pw2Kx5OIpAICfvAJ2YTz3OgmAGI+DyWojFQQURIcX1sSGkYcNUm9+mypG2UEsxvo0FcMaURdKmZUYbA0+gIaxc7r2I6wV9v4jutbQg3WqDbxkzmWBEArrCQatXnPd2YtBzXSVcrJLmQCeyWRyxEc52WW323cRn0KTXWahRnLKo0ZyKsTOSk4kEkEwGEQikUB/fz+6urryYgWMGu8uhlLtJOV0khzDoJVIyK83agyT53lMTExgdnYW7e3tGB0dxZUrV0whgspKTjHEYjGMj48X1N2UW9vIdlUikUAgEEAkEoHf78fo6Gju+IX5AJjJK3mvFzMCmIS2SSoAyNS3Gq/DYVhQbpPbVKCQ9XeiGvfPksWF9bR6/52V1tt0kxyp9xioPaoOEMaCGzFzAxdXY3tLcirV2siTXUqTT57nc8SH4zisrKwgmUzumuzyeDyw2+2GEx9CCDiO2+U+XEM+aiRHJ+LxOEKhENbX14vGClQjQLNQJSedTiMUCmFpaUn3NJeS5OiBJEmYm5tDOByG1+vN6ZQSiYSp0QvFBMI7dTejo6Oaeu9GtasEQcDExARmZmbQ0dGBlpYWuFyumwRndRZ04FegFLHXWZECu6XdmTjr9sNmtOEfgLjbjzoTCQ4ApOtaYXFWIZ8KwAKvbXIrIdkR7xqBe+5K+RcXAGEte6rFWSHtJbVHRmAtzoKQbFU6jTthtE+OxWJBQ0MDGhoa8vZQTnZNT08jkUiAYZhdFR+n06mb+BjteHwrokZyKoRMIBYWFtDR0YH77ruvaKWmWinh8h6CIGBqagrT09NoamoyZJqLoihdE1ZyK298fBwUReH48eNoamrKfcnl6SqzND87yYgsvJ6YmEBjY2PF75FekiNrpILBIJxOZ470Xb9+PVchEiMroK7/LM/DhicMmHVtmVQAIFgcYLLJPLJkBERvIzwOc08nhLUh42kysxOWQ9Zaj3hK+wj1Su/9FZMcqecosEfiVsLYMB5tLv9CneBFCltJGj6XOTc0pVANM8Bik11yZhfHcZifn8+NtO8kPsobm3IghCAWi9UqOWVQIzkVIhwOI5vNqhpvVnrlmAWWZZFKpTA7O4twOAyXy4Xbb7/d0C9ApSRHbgVxHFc0+kD+b1EUTZlikMmI7OYcCATAsqzuCa5KMqZkbG1tYWxsDJlMBkeOHMlzcM5NhMUjwBs/zQvLrHSSilAUJJsT1qSx6eKEYcF4vaa2qQAg09gNqhqjvRSN2UxlF/wIVY9MfQdsW9pG+QljAd+yd6PAM3wriArtkRFY5ZhbluQUQrnMLo7jsLy8jHA4nJvsUk51FZvsSiQSEEWxRnLKoEZyKsTQ0JDqO3izKzmEEKRSKaytrSEWi1WUf6UGWkmOsl1WbARbuTZQXhxcKWiazvnMJBIJHDp0CB0dHbrfo0oqOel0Opec3tvbi97e3l0nX4qiQItZSJd/DEa4SR4kQoFsaZ+kAoBMnfE6HABAW4/p01SSy4dMlcTGCbYRfLrSUyOF1SO/ia6X/0bTT0m9RwF2b7Q4CR6YypirxVFilWNxuNXcm75C2E/ZVeUmuziOw8bGBqanp3OTXTLxoWkaNpstd+NslvD46aefxpNPPomzZ8/imWeewebmJj71qU/hJz/5CWZnZ9HU1IT3vve9+MxnPrOvxc81klMhtFzcLBaLaSRna2sLgUAAsVgMNpsN99xzj2lGVmpJTiXtMmUlx2hkMhkIgoAbN26gu7u7oG6qUmj5HChNDuX3pVhyOkNEdG+MgcnejGuQCCAmEponqQAg42mCzQSCQ+qbQQkpU8e5CYBEXVt1RsYZC+bSDeVfVwLrtk60WZ1gFU7UpUAYFnyL/iDMSrHCHgLMS97YhUSWRiJDwWWrbhyAHuFxNVBusovjOESjUfzkJz/Bn/3Zn6G5uRl+vx+f//znMTo6itHRUbS1GZNYf/HiRTz33HM4ceJE7rHFxUUsLi7iC1/4Ao4ePYqZmRl86EMfwuLiIr7zne8Ysq8ZqJGcKsAMI71kMolgMIi1tTV0d3ejs7MTs7Ozpn6Jy5EcpT+Q3W7Hbbfdlme3XgoURRmeFq7U3QDA0aNH0dlprLBTjeOxcjTdYrHg1KlTeWLFXa8XRRyIBGHJJHKPZRk75nyjgE8Aw2cgpZKwZ7bgTK/DmVoFS4p/vgSbE5Y0Z7iWRaJZ0C4XaMncu/ItSx1o1nhzukKIUM262zYiobBx7AxaXv9HVa/fSy2OwLoxs6XuO2okVjkGvbbqGQPKrer9UsnRgp2TXcePH8cf/MEf4B//8R/xpS99CWNjY/jmN7+JQCCA5uZm/PCHP8SpU6cq3i8ej+Phhx/G888/j6eeeir3+NDQEL773e/m/ru/vx+f/exn8fu///sQBGFfmiUCNZJTFRhZyclms5iYmMDc3Bza2tpyMQxra2tVFTfvxMbGBsbHxyEIAgYHB9Ha2qq5FWRUWrhSdyOTCplgGI1yI+Qcx2F8fByxWAyHDh0qO5pOJAnClXOwpW7GNay4DyLkvg1grTcvwIrr0vb2BJQkgpF4MGIGrJCEV9qCNbuFhq0QXNySzt90N6h289tUhLGAae0xWCZdZC/WgeWMMWX31fpBNKkwByQMC75176o44czeTHOtcix6G6tHcuSbp7cjySmE5uZmHDp0CHV1dfjGN74BiqIQj8dx9epVHDp0SNfajz32GM6cOYMHH3wwj+QUQjQahdfr3bcEB6iRnIqhNb8qk9FXDxZFEbOzs5iYmEB9ff2uGIZqTXDtrLTE4/Gcr0tfXx+6u7srPpEYUcmJRqMYHx9HMpnEwYMHc7obs5yJi62rzATr6urCyMiIKpIlXD8PNrJNSATKirHGX8cS3YkGNoZUkQrD9keRAhgWIsNCtDiQRT2SaAdL8Zjz3YaTwb+FI22c4FiqbwFtcpsKALKN3SBVmjdelowL+8xILKIHfw2+4L+XfJ3UfWTPtDhZixdL8b3RUmwlaWQFwFqlK9CtRnKA7YEOr9ebuxa53W6cPn1a15ovvPACLl++jIsXL5Z97fr6Oj7zmc/gj//4j3XtaTZqJKcKYFkWiUSi/AsLgBCCpaUlhEIhsCyLkZGRPEMq5R5mBmgC+SRHeRHv7OzE8ePHdSeq66nkKEXOhfyKzI5fkCFJEubn5xEKhVBXV4fTp0/D7Vbn68KPvwJ2dQoAsO7qwZvue5GBHQwEpFGZBQAvMcjCgkuH/gtGJr4Od0J/RUekLWBcLtCSudNUksOLtLXyYFYtECxebKWNDc1dab+jJMkhNAO+rdvQPbUgkNy7ChIBhfGZLXQ1EHg8HtMrAbIep1pOxNWATHKMwtzcHM6ePYtz584VDGneufeZM2dw9OhRfPrTnzbsGMxAjeRUCK2VnEqqLBsbGwgEAshmszh48GDJPCe5lWSWz4xyj6mpKUxMTMDn82m6iJdDJZWcQmLeQiJnMys5crtKbtmJorjLB6gc+KmrYOZvQKBYBPy/hgWmF3I2gsMiQoT2O1CGEpAUt72bsrDiVz3/GUcmv4uOVFDzWkrQ7d2mt6kAIN3QVRWxsUSA2bT+INidiBMnEu1DcC1eL/g86dm7Kk7a4sN6vDoEshg2kzZwy5eRyWRyuVBerzfnHWNke3k/TVYZBaNJzqVLl7C6urodAPwWRFHE+fPn8eyzzyKTyYBhGHAch3e/+93weDz43ve+t+f5XeVQIzlVgFafHGULqLe3Fz09PWW/oPKdkFlfZkIIMpkMVlZW4HA4ilaU9EBLJYcQguXlZQQCAVit1rJiXqNFzcp1BUHA66+/jvX1dQwMDKC7u1uTAFxYCIGZuIyIsxNven4NqbyqjQSBMBVd60WS/0M0Q+NG339CduaH6I2/oX1BAEJdC6xVIDiCrw08U52T55boQIYyZzx9pf/X0VeA5BCaQbZ1r6o4FN6M750nT+4o2Dqcuv00aPB500Pz8/O5XKid8QiVVov3+2RVJTA6t+qBBx7AtWvX8h575JFHMDg4iCeeeAIMwyAWi+Fd73oXbDYbfvCDH5St+OwH1EhOFaC2laSMGNDaApJJjhlBoFtbWzkzP6/XizvuuMOUapHaEfVoNIqxsTGkUinVieVmVHIEQcD8/DwymQxYli3pel10jbU5IPArBBp/DXPMAMiOGSiWIhURHJoSkRJ2f3YYhsJEzxlk5xw4HP2VtmOlLGDdTsDkaSpCs0i5jCXQRUEzWKcPwCxlc4RuQNbbAuuO8X3SPQhYqjMxthMJix+xeHU8h4qBpQl+fjkNK6Fw11Er/H5/nimnnAsl/1taWkIqlYLNZssjPV6vV9U5cq+MAM2E0ZUcj8eDoaGhvMdcLhf8fj+GhoYQi8Xwzne+E8lkEl//+tcRi8UQi23n5jU1Ne3b97dGciqE1nZVqUqOIAiYnp7G1NQUGhsbVbko74TcbzYyCFQ5pt7T0wO/349UKmVaO6xctUU20VteXs6Z6Knt5RtJcmSdlDy9xbIsjh8/rnkdcWsNXDiAN5t+BwkUavlJYJkKr74lJr5omsLcgQeQWXDhxOaLqpdkOqrTpuIbD0Ciq3PCjNFNpuY1EVBYPfIQOl/525uP0TSybT2m7VkSFI03Y3tfxUlE04gngVfHCO46uvt8UigXiuf5vFwoORDTarUWJD7K89StSHI4jkNvb2/V9rt8+TJeeeUVAMDAwEDec1NTU+jp6anasWhBjeTogFpL/2KaHEmSsLCwgHA4rNlXptg+RrRkeJ7H5OQkZmZm0NramhtTn56ezmWumIFi7aqdupt77723qIme1rW1QllFOnz4MNxuN1599VXN64jxGMIzCcy431nUl4WhKpOkUBCREkvf3dIUsNZxJ15jXLht7Qdl18x4WuGoAsGR7G6kbFUKHGRtWMiYb4m/5jiANosdDL/9/pEDe1fFiTFNSJT5bJgNByvi/LXt8+HyJjCzQtDdUv6DbrFY4PP58s6RgiDkEZ+1tTUkEglYLJY8fU86na61qyrASy+9lPv/999/f8URNnuJGsmpAiwWC0RRzImCCSFYX19HIBCAJEm7cosqhV7TQXkySM6+esc73pH3JdIT0KkGO9ffqbvRQwL1VnKUrcSenh709fWBZVnE43HN6/K8hIszNnD0QMnXsUxlx0tTEqDC+o+igFjbcfySdeH00j8UfV0WFti8DtPbVED1xMYAsCY1A1XIaxIJjfne+9Ed/BEIRYNvq97ddx4oBtdjHXuzt3wIIBgLpfO6g6/cUEdyCoFlWdTX1+flNxVKAo/H46AoCq+//nqu2uN2u+FwON62E1dGt6tuVdRIThWg1Mskk0kEAgFwHIf+/n4cOHDAsDuMSis5O0lXsewrs0mOsl0l64C06G7Urq0FkiTlXJP9fv+u6a1yZoCFMD6TAieVvgNjKAl0Jb8ukcpWcXYi3dSHnzGP4Nfm/7bg80x7N2jJ/CqOWNcCnjWm1VoOksWN9XSVKkYANpqH0RX8EaJ1rXDotFqoFJt0CzLS3k7CsITHzFI+eb82BfzHuwicdmPIRqEk8OnpaUQiETQ3N4PjOMzMzCAej4NhmF1J4E6n821BfDiOq4VzqkCN5OiA2naV3Au+du0a1tfXy4ZVVopKKjlKR95ypKsalZxsNourV69iZWUFPT09mnQ3pUDTtOYk+LW1NYyNjYGmaZw8ebJgWrlMctSO7k8tpLGWKt9qY+nKqjgsLVV0IRMb2vFT/CHun/s7sNTNvRPOFniI+QSHUDSSHuPM+Mphga8sZbxSSIwT8y0jaO4zJltIKwjN4s1Y+57sLcPCSPjlq7tNUQURuBQE7j1R4IcMAiEENpsNHR03K1mSJCGRSOQqPvPz87mKz85xdpfLta+IDyGkVslRiRrJMRmyvgXY/mBWoidRCy1+PMr2S1dXF4aHh8tOKZiRwSVDFEVEo1FEo1G0traWDK+sBFraVfF4HOPj44hGozh48CA6OzuLEj/5cTWj+/GkgNl1Ap4u/T5TlIRKinuEEMSyVlSqr6Qb2vC/M3+M31z9n7BTPFKSBRZXdcSaQuMBSFXSTGSt9Yinqj/6utB6B5qta1XfFwBWqXYIJgqs1SC6mUGyiPH7q+ME954wj0QUEh7TNJ2r3siQJAnJZDJHfBYXF8FxHADkER+v1wun07mnOp9aJUcdaiRHB0oxe0mScjEMsr9DX1+faQQHUNeuUop4tU5ymVHJkSeVgsEgCCHw+/0YHh42dA9AXbuK53lMTExgdnYWnZ2dOHHiRFniJ38GylX0JIngF2MEFmv5i6ulwipOKkuDYfVdKOra/PhX5kP4jaWvwtbeBhtVhSqO1YmkvUrxAhSN2Ux1qzgAwFAEV9Y6cNAbh5tOlf8BA0EYK8aj1auSFYKDFfCzN4vfIK1HgYkFgv4Oc4iO2ukqmqbhdrvhdrtzid6EkDzis7y8jFAoBEIIXC5XHvFxuVxVIz61So461EiOwZDDIYPBIGiaxokTJ9DY2Ihf/OIXexqgSQjB4uIiQqGQKvO8YusbSXK2trYwNjaGdDqNw4cPI51O53wXjEap6SpCSC6Kwe1278oFKwVlJacUrk6kYWUoZFGa5FKoTIsjSQQimAp8kXejrtmLV10fxH9I/ZNp/jFKpBsPVE1snGAbwaerf9rjEhSykg3hRCdGPKGq7r0odUCqgsC6GCgQXB8vn933yri5JKdSI0GKouByueByudDa2gpg+5yRSqUQi8UQj8exsrKCiYkJiKIIl8uVN87ucrkMH1/PZrNIp9O1So4K1EiOgYhEIhgfH0c6ncbAwAA6OjpyF0GtrseVoFglZ3NzE+Pj48hmszh06BDa2toq6i8bRXJkv5udupuZmRnTND/F2lWRSARjY2Pgeb6o4LrcukBpkrO6mcXYihvNdeV/NwsjVXS9T2RoGKlnlWwejNnux1BEvY9OJRA9jciyVWodMRbMpbUReyNgZQhendv+44Q26zDsrhqnQ0ZiEExWyVixCBiJx/xq+erkjWkgniJwO4x/c4x2gqcoCk6nM28IgRCCdDqdN84+NTUFQRDgcrly+h658qPneKLRKACYPkJ+K6BGcnRAvhgmEgkEg0Gsr6/nYhh2imWrlRKu3EN5XH19fariIcqtTwiBJEkVlWRFUcTU1BSmpqbQ3Ny8S3djlJdNIewkOalUCsFgEKurq7reG/kzUOy4s7yInwesaHUnkC1o+KdEhRNVQFGvnUrAQMRawoYtqhsHbC3wZlbK/1AFIKCQ9LaasnYhbFLNhr5PakCBILRggTyqzqUZLAvNaLOsVmX/qUwbqjEmXwxWRsKF18pXcQBAlIDXAsD9I8YfRzXMACmKgsPhgMPhQHPzdktUjsORic/m5iamp6fB83yO+CgFzmqHLGKxGCwWi6nyh1sFNZKjA5lMBoFAAPPz8+jo6Chp618NksOyLNLpNLLZLCYmJjA3N4f29vaK4gaKrQ9oz4FR6m5sNhtuv/32gmVWs/Kl5LUlScojWi0tLTmjQ71rF9Pk/GpMQEa0QWRUaHEqruJQsBlYxRGl7YuBSChcdPw6HsgU99DRg01rPVimOqcgwjqwkqn+XS8hFFai+RfXYKwFbX7zSY7IurAk7q0vzsZ6BmkNYfWvjhPcNwzQBpe69iq7iqIo2O122O12NDU1Adg+H2azWXAch1gshkgkgtnZWU1BpbIe51YzODQDNZKjA9FoFKlUSlUSt8ViqUolh+M4XLhwAV6vV5O2RO36wPYJQ+34u6y7yWQyZVtlZlZyKIpCJpPBhQsXdBsL7kSxVtjEfBrT0Toc8EaRUVHFYSo8rwsiDQOm7AEANkbCfPQmY1pNOTFRdyf6NeZclQOx2MC2HDB0zVJYlqovvGVpgovB3exzetOBOxussFEarv4VYCLbaer65eBgBfxsTNs5L8IBoXngsMHJE/sp1oGiKNhsNthstryQYyXx2RlUKpMenufhdrsRi8UMPbfvxNNPP40nn3wSZ8+exTPPPANgW2bwkY98BC+88AIymQze9f+z9+ZBktz1mfcnM+vqqq6qvrtn+piemZ7puTWHjhlJIzBCGKGQZUOsza7XIjA4wCCwZa8wvCxabzgwLDbrsI1W8GLAEn5ljIWFvQbHWJatYzSHRnP3TN/3fVbXfWXm7/2jqZrqu47Makn0E0EQqu7OX1ZN5S+ffL7f7/P84i/yf/7P/6G2dmOb2tfDJskpALW1tVk375qp5AghmJqaoq+vD03T0gnhRvs6SJKUTt1eD5nloFTO1HqbjFk+PMFgkJ6eHmKxGAcOHKC+vt7Qz0aSpGUkJxhO8sagC5uskpSdq/zlLVjk/II44wkMVXGS2vInwyuJvdRbbuJQjWsKj1c1F60xRbV6mI+t/29gNKb9yoqfp6ZL9Mfq2VPSb9raSaubUd/GNaXKkuDqzfwm8863C1objVdy3iokZzXYbMuDShOJBKFQKN3g/Oyzz/LNb36TqqoqZFnmy1/+MkePHuXo0aPppuhCceHCBb71rW9x6NBi46LHH3+cn/zkJ/z93/89Xq+Xxx57jA9+8IO8/vrrhqxrFja1riLBLJLj9/t54403uHHjBjU1NbhcLqqrq00zrlqPiKiqSnd3N6dPn0aSJE6ePElLS0vW45tGkpxEIsGNGzc4e/YspaWl2O12GhoaDP9slpardF3w2k2JpG6h1pPIYrJFxyLnN8YUVRXDuILDqjPpX/7ck9BkLrofMGYRQHeVEy9Ws7EkMVxk4z8AqyzoHltd7eyaM7cBuiuywSGcySTjM/l9pzuHwB8ydqzv7UByVoLNZqOiooLm5mYOHDjA1772NXp7e3n00UfxeDzcvHmTxx9/nC1btlBfX59uSM4XoVCIX//1X+fb3/72IqXb7/fzne98h//9v/8373nPezh27Bjf+973OHPmDOfOGavyGo1NklMAck0iN5LkRKNRrl27xvnz5ykrK+O+++6jtrbWVEdiWJ3kCCEYHR3ltddeY2ZmhjvuuINDhw7l1O9iVLlK13UGBgZ49dVXicVi3HPPPTQ3N5sWLre0XHW1J8ZMzIVdUUmwvsySr4qTUI1VcVR19ZMYCpcx5t5f8BoCiJTXF03FCUkeYkUOpJQlwY2htcu5MyELs5ox5dKliFvLmIoXL7JiKSQ9xumL+XsB6QLe6DT2WjV6umojUV1dTU1NDa2trTz33HN0dnbi9/v54Q9/WPC01ac//Wkeeugh3vve9y56/eLFiySTyUWv79mzh6amJs6ePVvQmmZjs1xVJBhFclRVpb+/n4GBAWpqahY5KBdrgmspyUmNzsfjcfbs2UNdXd2GjajPzMzQ0dGBEILbbrst3ewXDAZN7fdJHXtiJk7b5MJGU+rM5jPIX8WJxBVKDBJEHBad4dm1t4M39dt5UO7GquffS6JWNKDJxdl2kppYUJGlVKEAACAASURBVHGK/CiXSErMh9e/oXYHt1BZ5jN4dYn28MaqOJMT8RXLdLngzQ54zxGBku+44RK8XZWc1bA0gdzj8XDPPfcUdMwf/OAHXLp0iQsXLiz72cTEBDabbdnASG1tLRMTEwWtazY2SU6RUCgBSRnW9fT0UFJSsuKEUr4Bnbkgk4hEo1E6OzuZnp7Ouu9mLaQUkWxzoDIRiUTo6Ohgbm6OlpaWZRlchaaQr4VUuSoWT3K6y4ZAwiLrWBTBemngipSfiqNqGOqLs/DVXPvGFE5auO59L0d9P81rDWGxEXUVz6cmat8C8eIGUloVwZsrNBuvhN7ZUm73youywgpFxFqBL1T8/qMUShSV9oHCWWUgAh2DsN+AwPaU7cU7jeQY6XY8PDzM7/zO7/Diiy8WPG36VsMmySkAuZar8jUDTKkTmqaxd+9eamtrV1w75ZOTD0nIFqkQze7ubgYGBgwbw04dO5ewS1hQtnp7exkcHEyPy6/kbFoIgVoPsizj9/u52Gsjoi30f3hd6xMc4GdEKHeE4zIOgwK7bYrO2Fx2W0FXuI5m5zYqIoM5r5Oo2oaQiiSrWOyMxovdeCsYnragi+zeY1yVGI5vZbtjxJjlJYkbwY2bqJIlwaU242JAztzQ2NesFHy9ph7K3knj1oFAwLBGY1goR01NTXH06NH0a5qm8eqrr/KNb3yDU6dOkUgkmJ+fX/RwPTk5aeh5mIFNklMgsk0iz0fJCYVCdHZ24vP52LlzJ9u2bVvzQk352Jj11CKEIJlM0tXVRWlpKXfeeaehjpuZI+rrbUipmIquri6cTifHjx9f88kmdTyjSU40GiUajTI4oTMlFgiOVclWxck3wgGUfOfNV4CEnLVJnkDivHKS9zGMQvYKhO70ErMWT2GY0msodp1KkSSGpnPbUrv8VYaRnKBSTUjduKdwkUgw5TOul6ZvXOLUS29QW2lLOwW73W4cDkdO13CK5LzTlJzW1lbDjnf//fdz/fr1Ra999KMfZc+ePfzBH/wBjY2NWK1WXnrpJT70oQ8B0NnZydDQECdOnDDsPMzAJskpElI+OdncZOPxOD09PYyOjtLQ0MDBgwezyl1JkRxVVQ2/oFPxB5FIhNraWg4dOmSKIgLr50Bleu9k2wOUeWwjnugyg05lq4cJbjXlel062ak4+ZUpQnHZsIZjmyIY8+X2XZmP2+nwnGR/4JWs/yZW3lC0ZmPdWspsrLiNt4okuNaf+z/K6LyNYJULtxIu7AQkmbYNVHHsFp3/eMNo3x+JuP02ampmCQQCDAwMEA6HURRlEelZj/hompa2v3inIBgMGvqA6Xa7OXDgwKLXXC4XlZWV6dc/9rGP8Xu/93tUVFTg8Xj4zGc+w4kTJzh+/Lhh52EGNklOgchFyVmvNqxpGoODg/T19VFeXp6VyWAmZFlGkiRUVTXE4RgW993s2LEjHVRnRjksdf6r9RUtzbzasWNH1mQuUyXK1jp9JQghmJ6epr29HavVypEjt/NSVwXazxotbRYdJYu9VM5TxYHcyqTrnwdZl1cycSOxk222G5QmZtb9XbV8K0mleL0xI8nim5ONTYQIx/PJiJLojdRz2N1V0Po+pZaYVtz+o0yMjcZImjDzcH3AxkN3b6W+fsG5WdM0wuFw2jQvG+LzTuvHgY1JIP+zP/szZFnmQx/60CIzwLc6NklOkbCWyiKEYGJigs7Ozp/dOI8sMoTKdR0jmo9VVaWvr4+BgQG2bNmS7ru5efOmqc3NK3nlpEbCe3t7qa6uXpZ5lQ3Wy5jKBuFwmPb2dvx+P7t27aKxsZHzPQrxjJuLx5mliiPnqeJEJcMajq2KYGwuv81f0yXedL6Xdyd+sObvCdlCxFW8gMiErZxw1KBmpSxhlQWD8/k3VHfNFhjaKVu4Edia9/qFwiGrtPWasyeEY9DWD4dbFv5bURQ8Hg8ej2cZ8QkEAgSDwWXEJ/XAF41Gcy51vVWxdLrKDLz88suL/tvhcPDUU0/x1FNPmbqu0dgkOUWCLMtpt+BMlSUzuXzXrl0Fu/EuDenMFSm/m+7ubpxOJ3fdddeii8ksV+LM46eISMrJubOzE0VROHbsWNYO00uRkqvzITmZzc0NDQ0cOnQIm82GLwg9k7cuIbs1OxVHKiCIU0PGqOd1iwRaHipOCuMRFwPeO2j2Lx85TSFR1YQoVplAkhmKVxdnrdSSCHrHbwVw5oNQXGYsWUu9Lb8g1GlpC0l9Y7ZyRRJcNLDZeCW80S443LL6BZNJfFLIJD4zMzNomsa5c+ewWCzpbKhsSl1vRQghCAQCK+b/bWI5NklOgcjXEDASidDV1cX09DTNzc1s3769oDJK5hr5kpC5uTk6OjpIJBKrTnEpikI8nl2qcD5IKTmhUIj29nYCgQC7d+82xKk4V5KTChbt7Oxcsbn5tU4Lurh1Tp6S7FQcmyW/IM5oXMJh1Ni4nmRktnC6dDl5gC2WduxqaNnPhMNNzF683piwpYpkrLhbmhASE/OFl0KuTrqpb8yd5AjFys3AxmUHqbE4M/PmmGym0D8BUz5BTXn2F00m8bHb7SQSCY4dO7ai4mOxWNKE5+1CfIzuyXknY5PkFBGplPCJiQkGBwcXlYGMQj5KTibh2rFjB83NzavWsM1WcmRZZmBggJmZGRobGzl8+HDWYaDZHDtbkhMIBNKN1q2trcuCRa8NSMxHb31GDquOnIU8IwkdhMirNpHQZBwGXbEWSUc34PKPqTKX3Q9w3PfC8p9VNhWt2RjFynCseB48sHoAZz6YjJYTSiqUWnO7tib0rehiY/pNHBaNl87nZ4uRK863Cx6+O7/vUsoIcDXFJxQKEQwG3zbEJ3XOmyQnO2ySnAKR7Zde13V0XefatWt4vd51R57zRS6j6qv13awFs0iOEILh4WGi0SiKouTcdJ0NsiE5KQ+g0dFRtm3bxrFjx5YpbPEktI0ufs2dpYoTiuhUleW+UcaTxkU4KLJgJpBbT9Na6A9X0Fy6l7pQe/o1rayWRBGbjeekmqzH4I3CzCoBnPlACJnh5Db2Wvuy/htdsdPhL34uVwqDw3FUc71H07jUDe+/U2C15H7trOV2rCgKXq93EWF4qxOfQGAhKHeT5GSHTZJjMlLTOJ2dnSQSCRoaGti7d69pF0Y25apU301XVxcul2tZ381aMIPkzM3N0d7ejqZpOJ1OmpubDSc4sHYAaIpkdXd34/V6ueeee3C5XCv+7r+3Kaj6rZtbiU3LSsVRkzpl7uxMApcimlQoMaif1qGsnDZeCN7kTt4v92LREwhZIVJavBKKpjiYjBd3w7fKgq41AjjzQedcOXtzsBK66fPABo1FO+QkHf1FYjhALAFXe+H2PKxhcp2uKoT4pMpjZhKfQCCAJEm43RuXT/Z2wibJMRGBQIDOzk4CgQAtLS3Mzs7idDpNvQDWK1el+m6SyST79u1b1T15reMbRXIyx9N37txJc3MzFy9eLFqQZgopD6BkMsnBgwfXTHEfmJKYDi3eMEtLsiMu8YSOO6s8q8VIamA36H6qyIJxA3pIliKYsHDRcQ93Rf6DZGUTehFvvpN6cR1XswngzAdzYQszagVVlrl1f1ezOJmWdxh+DtlAkQVvXDWvL281nG8X3N6an5JTqEdOvsQn1eBsJPEJBAK43e533Fi8WdgkOQVipS9uLBaju7ub8fFxmpqa0n0lgUDA9ADN1ZScSCRCZ2cnMzMzaffkfC4SI0hOZshoXV0d9913X3rizMyen6Up55m+O+v1IsFCK83ZbguZhMZp15Cz2Lw0TceTZdTDUoRjsoFBnBBXzSEgfWozW6Ra3LbSohWOVJsXf7S4WU3ZBnDmg+7QFqrK1ic5/YmNM/5LhOP4guY2G6+E0WkYGFNp3prbbcuscM5siE9fXx+RSMRQ4rMRHjlvZ2ySHAOhqioDAwP09/en/VyczlsbcLFSwjPXWCnbqRCjwEKmtzL9gOx2+4qxEGYHaaZ6owYHB+np6cnJd+eVGzJJffHtu9SRHXGJRnVKc5gOSUHTwIChO2BBgZjI0d04xxXo8fwCx5QOE9fIgCQxnCjuyHguAZz5oHfWxR3rhHaq1lKGfeWmncNacFg0XrxSnGbjpdjiTfCN7/v449+rw2bNLdahWKrHesQnEAgUTHxSJOet0AT9dsAmySkQKcfjVI6Sw+Hg9ttvp7x8+SZksVhMHb9OrRGLxdKp5d3d3bhcLsManfNVWvx+P+3t7USj0RWnlQo9fjZIBWn29vYiSRJHjx7N2nTRH4Zh3+LLxeXQstpodF3H7cxPxfGHweUyZjNzWmHSJBUHwO3QuNBjo2ZfDY0lU6atk0LMWkksah7hWA7BSA4BnPkgoUoMxhvY6Rha9Xe6o42mrb82BH0DMfTiizjUlOmcOz+NrsPf/vM8H/mV7EmepmmGOcDng2yJTzgcxmq1LnNuXkp8NpWc3LBJcgpENBrl/PnzJBKJNW/esEBAwuECM2rWgcViIRqNcubMGVRVzavvZi3kSkLi8Tjd3d2MjY2loxjW8gMyi+REIhGCwSA+n4/du3fT1NSUU53+1FULYglJcdmzIy6RqE51HhNVui4wqj1JkgSTfnOLSPN+DZA4N1RN/e6pvA0Ps4JsYSiWnyt43ksiGMwxgDMfdM1XsrNuZZKTsHqZCG3MDU5Wo3QPmaOyrgWnXdDTPkNK4D11OsTR/SUc3J1dDbeYSk62yIb4TE9Pp4mPx+Ohq6uLRCLBxMSEoU3HTz/9NE8//TQDAwMA7N+/nyeffJIHH3wQgImJCZ544glefPFFgsEgra2tfPGLX0wHdb7VsUlyCoTdbqehoYH6+vp1LySzy1WRSITR0dG0gV5zc7PhoXSpvpb1gkZTJaHe3l4qKyuXle5Wg9HlKk3T6Ovro7+/H5vNlu69yQXXByVi2tIyVXYqjhA6zizJ0FJMziSpqDRm1NtlhamEeRu916FxfXThPc6GFLpD9bS6R01bL6BUoyWLd+NSJMHVPAI488G430awuhS3stxgsSO8QSqOnuT81TjFvmVIEhANMjd/q0QmBHzzb+f4X0/UUepcf397u2RXrUV8Ur5dzz//PENDQ9hsNj7wgQ9w7Nix9P8aG/P7bjQ0NPDVr36VXbt2IYTgmWee4ZFHHuHy5cvs37+fRx99lPn5ef7pn/6JqqoqnnvuOX71V3+VN998kyNHjhj19k3DOyeWdYOgKApNTU1ZXUQWi4Vk0vh6tqqqdHZ2cvr06bTcuWPHDlNSdzODLlfD9PQ0r7/+OqOjoxw5coQjR45kRXBSxzdCyUn1/7z22mvMzMxw1113UV5enrOildTg0sDiZmNIEZf1EY7ouErykzQkgzZmCcF00LxLXZIEo9OL/83eGCxf1r9kFMJxlZFocUfGQzGZSLx4N8ruSP2y16LWCmYTK9samI2AL0wkXvxn4jpPnJudwWWvz/k1vvsjX1bHMGK6aqOQIj6NjY08+eSTXLt2jccee4wHHniAD3zgAwwPD/OlL32Jd73rXXmv8fDDD/OBD3yAXbt2sXv3br785S9TWlrKuXPnADhz5gyf+cxnuPPOO9mxYwf//b//d8rKyrh48aJRb9NUbCo5BiCXJHIjSzGZfTelpaUcP36ceDxOR4d5jZ8pkqOq6rKyUzgcpqOjg/n5eVpaWmhsbMx5c1nLyyZbBINB2tvbCYVC7N69O50HtnS6KhucuqwgLXkP7pK1VaxMOKz5qTjTs0nKy4wZqXLZBVN+827QHrvGYGDxewzHZdrmmzhSMWD4eqGSHUjJ4t20bAq8MVDcrbJrxsPhUm6V/CSJm6GNmaiStAhXOotPEmrLdM6dWz3l/uzlCMf2Objn2NrE761YrioEoVCIXbt28dhjj6VfM+rhWdM0/v7v/55wOMyJEycAuPvuu/m7v/s7HnroIcrKyvjhD39ILBbj3e9+tyFrmo1NklNEGKnkzM7O0tHRgaZp7N+/n5qaGiRJwufzmVoSk2UZSZIWEZFkMklvby9DQ0M0NDRw8OBBbHlGZedDRDLPo6enh+HhYRobGzly5MiiSIhcS2GjszAbUZYkE2RffopENCq9+ak4imxUd6dgNmjeBm+RBX2jK7s9Xxp2s8dro0RJGLaebitlLmq8UeRqkBD0jBUWwJkPIgmZseQWGmzjAISUKgJJ41yqs4egqzeGMCwWNju4HIKum9Pr9qR97x987Nlhp7J89VvZO43kBAIBtm3btui1QqNvrl+/zokTJ4jFYpSWlvLCCy+wb98+AH74wx/ya7/2a1RWVmKxWHA6nbzwwgu0tLQUtGaxsElyigir1VowAQmHw3R2djI3N5f2u8lUS4xWi1ZCqqSU6ZxcWlrKiRMnCm6Iy0fJyTwPt9u9aiRELiRHCHipzYK0pHu2LIcpKUXOLuphKRLxJC63MSpOqV0wbaKKU2JRCcdWfo9JVeLSTBP31PYYtt5IothhlMYEcOaDrkA1DVXjIMm0BTdGxbGhMjZTXIIjSQI1FMDnX3+vDEcFT/9gji9+cnUDz3cayQkGg4ZPV7W2tnLlyhX8fj/PP/88H/nIR3jllVfYt28fX/rSl5ifn+ff/u3fqKqq4sc//jG/+qu/ymuvvcbBgwcNPQ8zsElyDECu5ar1mnZXQqZaUl9fz8mTJ1cci0z55OSzRrZQFIX5+Xna2trydk5e69i5kBy/38/NmzeJx+Prnocsy1kraa93SCAv3Rh1IEtfnJhGhTu/z8PrtjEfNeLfTuALmbe5O6w6nUNrfx43RkvY47VT6SjcOiFpqyAcLd4osEURXDTRE2c9DM05iFbYiVvLiWrFPw+rrHP2Uqzo6zrUKdq7s38YvNEd56evhHjo3Ss/YL1dGo+zRSAQMDy3ymazpZWZY8eOceHCBf78z/+cz33uc3zjG9+gra2N/fv3A3Dbbbfx2muv8dRTT/HNb37T0PMwA5skp4hI9bCoqpq1vKjrOiMjI/T09GSllqTWMOvCjsViqKpKR0dHOorByHWyLVdljqZv376dHTt2rHse2Sg5QgiCUUH3pIOlhxOaht2WZdlCz0/FscgCf8yY0ojLJhgwUcVB01C1td+jLiRe6avig/sKnLSSFQbjVYUdI0cMjyeIqwZZTecBXUh0RxoJyhsTxBj0xwlFirtmXZnO+XO5q91/99N5DrXaadyynAy+E5Ucs8M5dV0nHo8TiSx8AZb2VhbSVlBsbJIcA5CtgpHZtJsNyZmdnaW9vR1d1xf13ayFTCJl5IWtaRoDAwP09fUhyzK7d+/Oe2RxLaxXrtJ1naGhIXp6eqioqMh6NH29YwshEEKg6zr/ctmGoiz+nHVdz1qZicd1yvJUk21WiXDSGAVufDoGmKMAuOw6HX3ZqVpT0Uom4xFq7dlNw6yEsKWKZLJ425UsVIZ9G2+41jXhoKJWxiRRdlWUWDRevW6uO/tSlJYI2m+s34ezEpIq/MWzM/zx79Vhtd66IQsh3tbTVUshhDBcyfnCF77Agw8+SFNTE8FgkOeee46XX36ZU6dOsWfPHlpaWvjEJz7Bn/7pn1JZWcmPf/xjXnzxRf75n//ZsHMwE5skp4iQJCkrr5z1+m7WQqoxWFVVQ1w+hRBMTk7S2dmJ1Wrl9ttvp6ury7Qno7WeEFKkTwjB4cOHqarK7cleluUVy4qpjVAIQeeoTEyzLLupyCJ7FUdVs8uzWnZ+kiAQM+Zzddl0pjHvJh0Jq8vMEdfCuZEtPLIzT5Kj2BiOFi/GQJYEnSMb0eS7GOX2OK+dD/HekxIlnuLlc0kI2rtjFNPYWJYg4ffjD+RPrEYmNb7+7Rs8cFci7Rjsci1MXr2TlByjHY+npqZ49NFHGR8fx+v1cujQIU6dOsUDDzwAwE9/+lM+//nP8/DDDxMKhWhpaeGZZ57hAx/4gGHnYCY2SU6RsRbJWdp3c9999+U1pWRU8/Fao9hmhmguPXZmWnlLS0tOpC8TS5WcTPVG13V0IfPmgAN5BRWn0pPdDT2Z1CnPc/9x2CSiEWMe2YNR855cPQ6Ntt7cznN83sJAuJZm12TO681JNYgiTjclkzK+8MY++Zc7VV4/Ow9Ad2+EQ0eKR3IsIsngeHFLETWlMc7dLNwN/lpvGfcckynVQ4yMjBAMLnjstLW14fF40uTH4XC8LbOfhBAEg0HKysoMO+Z3vvOdNX++a9cufvSjHxm2XrGxSXIMQC4Xy0okJ9V3093djcfjKXhKaWlIZ65IJBL09PQwMjJCU1MTR48eXeSJY3a+VErJySyR1dbWcvLkSRyO/HskMt2aM8mNJEnIssxLV63IyvKbmyw0bNbsbnrxhI7HmcfmKQRhg8zmXDadgWlzylQSgum5/G6A54araWydRMnh4xFWJ5Ox4pWNbAqc7drYbdFp07l23ZfOiBoc09i3J46lxPyma6uic+YNc/P1lmJLuca5s7OGHEsI+OG/SvyvJ3bhdMiEw2HOnz9PbW0twWCQwcFBQqEQiqKkCU+hqeDFRDgcRtM0Q0nOOx2bJKfIWOqVMzMzQ0dHB7quc/DgQaqrVx+FzGWNfEiIrusMDw/T09NDWVkZ99xzT1ruzYTZSo6qqkxNTdHe3p4uka0UeJorUgQqVZpKvSZJElN+icmQlaUCka7pVGXpdaNqOmWl+Zn/uewwZ8hE1YIRn1mwEWLQlx/RnA/LdAYa2ecdzvpvxrVijowLhmcsaCYGcK4HRRZMjwfwBxcTycHBMDv3mE9yfDMxIkXkOO4SQdv1/PpwVsOMT+Ov/8HHp/7LQraZoijU199ykNY0jXA4TCAQIBgMpsMxbTbbiqngbyUEAgGAzYDOHLBJcgxALqQk5ZWTcgf2+Xy0tLTkHBi5FvJRclJkSwjBoUOHqK6uNvT42SIejyOE4Pr16+zatYvGxkZDnq5SI/WhUIju7m68Xi9lZWXpTeylNhvyComSiqRhtWT37xKL6rjLcz9XIQRRg9LBnTbB4LQ5viYSOqPThalNF4bKaNk/jk1e//uj2rz4o8XrjbHIEoNTG7slJgPT9A8vv+N39CXZviOJbDPPs6ZEUXml3VyPrUwoMkTm5wkGjV/ztTcjHNtfwt7tyyerUipOJlHIzIgKBoNMTU0RiUSw2+3LiE++RqdGIBAI4HQ6Czb/+3nCJskpMiRJYmxsjI6OjoLdgVdDLkGgkUiEjo4O5ubmsiZbZig5qqrS29vL4OAgAPfcc09BpakUMktTXq+XnTt3EggE6O3tJRwO43A4mJf2oMvblv2trutUZ9mLo+s6pQ4NyJ0EOO0S8wb10MQS5sntbrvGYKKwzTWakLg218TtVX1r/6IkMZxYnWgbDUUWXO3buJsXgMca5kzPypKGLmB0OEDjTnOS1yVJ0NZV3DJVlTPG+Rvmzaj/1fM+vvhbjqweHlcKx1RVlWAwmE4Fn5iYIBqN4nA4FpEet9tdNNLh9/vxeDxv+bLaWwmbJKdISPXdzMzMYLfbDXEHXg3ZlKtUVaWvr4+BgQG2bt26qrngSlAUxbB4CiEE4+PjdHZ24nQ6ufPOOzl37pwhqlbm1BQsqGhNTU3pn6uqytRMkJe661Zsa1XQsGSp4sxMRdjWmB8pU3VjNqwSq2DIJHdaq6LTMaBixJZxZcTF3nIHLmV1o7mYtZJYtHikIxyVTS3zrQdvicYbF5anjmeirTtOXUMcqwklFEVLMjJZvGbjLeUaZ88Y04ezGkJhnWf/Kcr7bs9PfbRYLJSXly8qlSeTyUXEZ3R0lFgsRklJyTLiszTbzwgYPVn184BNkmMA1mPVmX031dXV6dqvWVirnCSEYGxsjK6uLpxOJ3fddVfOngtGKTmBQID29nYikQitra1s2bIl/bNCjp9SblIqjiRJK/4bWSwW3hyuRl5hvFTXdKrLsldxyjz5baR2iyBgUMNxUjXv6S7sn0XVjWl2VDWJl3vLeWj3+Mq/oFgYipmjWKyEjQjgzITdKujq8JFcR3xVNQX/bIyqrcaSHJui89qbxVNxPE7B9atTpq8jSwL/fILnXyzl4CENl7Pw68xqtVJRUUFFRUX6tUQikSY98/PzDA8PE4/HcTqdi5qbS0tLCx5lT0U6bCo52WOT5JiIUChEZ2fnor6b/v5+wuHCRyXXwmpKzvz8PO3t7cTjcfbs2UNdXV1eF0uhJCeRSNDd3c3o6Cjbtm3j2LFji556cg3STGGlqanVCA5A7xgEEtYVjdYssoZlhUmrlTA7E6WpPr8bjyQZox44rILhGZO8i0SUqYCxDqsjwSomwj7qXMvVnFmtDE0Ux9dEQtA7XvwAzvT6kiDiCzDty+56au+Oc+8W3bDvDcDsTJyYcRmqa0KRBcFpH6GwuaqRIgvqq6Crb0F9/NxXBvnCp+pp2GK8Cmaz2aisrKSy8hYxj8fjaeIzNzfHwMAAyWQSl8u1jPjkolr7/X5TH5DfidgkOSYgkUjQ29vL8PDwsr6bXPpl8sVSJScWi9Hd3c3ExATNzc1ZRSCsd/x8SI4QguHhYbq7uw2f3lpamkpNTa2GZFLwarsVW8ny39E1jaosVRwAV56tQ1bFuAgHTZMw60YtY0mPMxsFgcTlme086Gpf9Hpck5gUVUV0+JUY922cUVypEuVsT/b5UPMhQWQ+iqt8+XWTD5wWjVfai+dsXOGIcuFG1NQ1LArUlQu6+m59rmOTSf7gK0P8zm9u4c7D5qfY2+127HZ72rBUCLGI+MzMzNDX14emaZSWli5qbna5XKsSHzNyq97p2CQ5BiB1M80cwfZ6vSumYReD5FgsFmKxGLquMzAwQG9vL9XV1dx7772UlBQ+rZLPiLrP56O9vR1VVTl48CA1NTWr/m4uSeSZyo0QYl1yk8IPXtaxuVbu+bAqOkrWKk4k76dDiyKRz7j5UjgsgpFZc27UbofGjV5TDs3gjJWx2iq2OmbSr/ltTUiJ4qgqGx3AWeFM8uqZYM5/19Ed5didh01BbgAAIABJREFUBpAcoXHu0jxmRX8sRX2Fzuuv5x/tkQ1sVqhy6/QMLCeOkZjOV58e5cMPV/KfHqosaslHkiQcDgcOhyM9uSqEIBaLpYnP1NQUPT09CCGWER+n04ksy4aTnKeffpqnn36agYEBAPbv38+TTz7Jgw8+mP6ds2fP8sUvfpHz58+jKAqHDx/m1KlThtxLioFNkmMQZmZmaG9feCpdawS7WEpOJBLh9OnTKIrCsWPHFtWQjTh+tiQkFovR1dXF5OQkO3bsyCrQM5vwt9UM/bLZuF54VUWzuVbUPXRNozqHMfBtWxW0PFQOSaj4o8Y0CetCMs0R2OfXMIKIrYazw7V8sGUGSQLd5mY2aoxCkQ1m/Qpxg0b3c4XbofPGxfxu+GPTGgfDUWyuwm4ywblZfKHi3Ki8Lrh8KXe361zgsEGZU6NvaPX+IiHgb/9plv7hOJ/96BZKHBvXbC5JEiUlJZSUlKQf+oQQRKPR9Cj7+Pg43d3dfP3rX2dmZoaKigocDgcdHR3s3r274AGNhoYGvvrVr7Jr1y6EEDzzzDM88sgjXL58mf3793P27Fne//7384UvfIG//Mu/xGKxcPXq1bdVFtgmyTEAQgh6e3tpbGxcdwR7qRmg0QiFFuzMw+Ewe/fuNcxnJhPZ+OQUoiKtp+RkkpvU72f7Hs+2qQz5rFRVr0y0bIqe9QVcatfQ9PwUFF2LI6TC+wPsFsHonDkqjtehcX3U3Kfd6YBCb3grLaXjjCRWV/eMhlUWdI5ujNeIVREM9s0Ti+dfA+zvj9J6oACCoka51lOchHWLAv4pH5GoeX04Dht4HCoDI9k1F527HGJscpDPf6qeLTUbax2QCUmScDqdOJ1O6urqgIX9rqKigtOnT/PjH/+Yvr4+jhw5gtVq5ejRozz88MP8/u//fl7rPfzww4v++8tf/jJPP/00586dY//+/Tz++ON89rOf5fOf/3z6d1pbW/N/gxuAtw8dewtDkiSOHz9Oc3PzujdIs5ScZDJJe3s7Z86cSfs4NDU1mSLJrqfkTE9Pc/r0acbGxjh69CiHDx/OSdpcTclJ9d2oqoqmaTmpNwD94xr/cV2mqnrlc9E1jfIsfXEAHNb8Nm0Jga4Y0zwoAcIEh15JEoxOF8cY7vxQBRFrBWGtSO6yQufyKn40RVgcLRJibKqwB53uwSRaIv9u4bk5gaoVp1xTbo8yMGSeH06JA1y2JENjuX0eQ2MJPvfHg1y5Ye4gSKGQJImDBw/y27/921RWVvLZz36WYDDI6dOnefTRRxc1PBcCTdP4wQ9+QDgc5sSJE0xNTXH+/Hlqamq4++67qa2t5V3vehenT582ZL1iYVPJMQiSJK2YcL0UKcfj1Ghzochs5vV4PNx9991Eo1E6OjoKPvZqWI3kZBoLptyK85E1lx6/kNJUCtNzKn99SqKhYfUbqd2SvYpTYtUI5zl167RLzBkQxGlTzFNxPHaNwUBxboK6LnG6u4zGxqIsx8yMn0iyrjiLLUGZPc7pK4Xf8AUwNhyhcWfuKkSJReV6T3EIbH2Fxuuvz5l2/FKnhF1KMjqRH2kMRXT+6C9H+I0PVvPL7zOupG8W/H4/Xq8Xi8XCoUOHOHToUMHHvH79OidOnCAWi1FaWsoLL7zAvn37OHfuHAB/+Id/yJ/+6Z9y+PBhnn32We6//37a2trYtWtXwWsXA5skp8iwWCzpG3ahnglzc3O0t7ejadqi3KtkMmlq309m0KUkSWiaRl9fH/39/WzdujXv9PQUMstVhZSmUviP12c5dc1FVbUDp3PlEoWa1KiuzP64pXadUDy/CIdwwhhiEgr40UWVIcfKhEUW9I3qmNmLkwk1GuV0V4IP1liw282ddBJanEFf8cpimahwqpw+6zfseDd64tQ3ayv6PK0GWRJcup79NFchcChRLrwxi1nfI7dLwiKSjE4WNv+u6/DM89P0D8X41KN12G1v3QJHIBAwPJyztbWVK1eu4Pf7ef755/nIRz7CK6+8kt5zP/GJT/DRj34UgCNHjvDSSy/x3e9+l6985SuGnodZ2CQ5BiHbG2/KD0ZV1bxJTjQapbOzk+npaXbu3LmsTJZvQGe2SJ23qqrMzs7S0dGB3W7Py1hwteNrmoamaTlPTWViaDTKU98dImyrobbRQU3t6j0IkhpBlp1ZHddu0fNWcVx28BkQxGmRBbNa4aGlK6HEohKOFYfg1HhULlxe+DCv3Yhzx9Hs/g3yg2A64NyQAE6XXefKNZ+ho/hJFWYnQlTXZ3/NiUSSKZ/5pTqrAhFfhETSnO9RWamEnkwwPmtcf+OrbwQZHo/zxCfqqKm0pRXjtwqEEIRCIcMdj202Gy0tLQAcO3aMCxcu8Od//ufpPpx9+/Yt+v29e/cyNDRk6DmYibfOv+DPCWRZRpblvJQWTdPo7u5OT02dPHmSHTt2LLsQU43B2ZTP8kGK5Fy8eJGbN2/S0tLC8ePHDSE4KULj9/sJhUJ5EZxoTOPbfzPMJ5+4wWTURW1jJRVlyqpj4dFQjC112fcMeRw6Is+n07hmzCVnU0A3wTDPYdXpHCpOv4rTLrjRfivKoL1fwzdnXlO+RZYY2IAATkUWTI76CYSMb7xt64ojsjTOdFh0Tl8qjrOx1xZhaNQcxajcI6Mm4kwZSHBS6B9O8Jd/Pcm/n/GRSCRJJBJpZTxTUd4oFMMnR9d14vE4zc3NbN26lc7OzkU/7+rqYtu25Vl/b1VsKjkbgFybj4UQTExM0NnZid1u54477lhTskypRUaUxJYimUzS3d0NgMvl4tixY4aF06VKU1VVVQwNDXH+/HlkWU4H53m9Xjwez5qlsJfPzPL/fn+Ymbkk3movO/Y3YpU1yspWH012WFQkKbv3YJF1IglBPhJ8iRXmDTD/s8jm9eKgaUVrSBXxKJHYYkJ19nKc9/+CYvgT9EYGcFrVcNZTP7kiFBGE5iK4q9Y3uBsZjaMWoRVnoQ/HHD+cCq9MPBxjdt74crzVAruaHbR1hWnrjPCP/zrPhx+u5K4jpcsITspJPfU9LZbiYzTJ+cIXvsCDDz5IU1MTwWCQ5557jpdffplTp04hSRJPPPEE/+N//A9uu+02Dh8+zDPPPENHRwfPP/+8YedgNjZJjkHIRWnIheRk5jvt3r2brVu3rruWESWxpRBCMDo6SldXF263G0VRaG5uNoTgZLoVCyGora2lrq4OXdcJBoP4/X78fj/j4+NEo1GcTmea8Hi9XtxuNyPjcZ767hCX2wIA2Evs7LtjF5IEtWuUqSLBCNsbs1dxyp359eIAaAb1JtgtoOrGb6pWonQPKxSjFyezTJWJmXnB4GCS7duNnbTaqABOh5jnzWvmqic3uqLcVelcM+qhRFG50Wu+s3GFW3DxTXNyqUodcfxzKmEDyr1LsbXWiqrqXO+8NWk1NJbga98ap6W5hP/6K9UcPVC6yHh0JeKTUp3XipPJF/F4nHg8bmhPztTUFI8++ijj4+N4vV4OHTrEqVOneOCBBwD43d/9XWKxGI8//jhzc3PcdtttvPjii+zcudOwczAbUgEljY2awXxLIjXanA3OnDnDjh070j4IKyGRSNDV1cXY2Fg6iiGXVNtTp05x7733rhibkCuWZl7V1tby8ssvc+TIkYIuuFyzpmDhc/H7/QQCAfx+P9Mzfl67YOVimw3tZ2nekiJz7BcO4Sx14CrRqalZncRUu2LIWRI1WdJx2bS8UsNtFkEwXvgzhSIL5gIKCYPKXplIhINMzJvvnVJiEwwP+AlHV95CrBb44PudhjUh2xQ4fbP4+VQua5w3L/l+FrlhLo4fhur62hV/psiCa9fDzPjN3bJtFojMzjIyZnyZqqZCZn4uYnjJT5IE+1pKuNkdQV3H1XP/biePfqiOA60Le2pq38oMA156P80kPYWqPZOTk+zatYtQKGTIvv42Rc4X06aSYxByYe2pMfKVoOs6Q0ND9PT0UFFRwb333ovTmXszphHNx/F4nK6uLsbHx9m+ffuizKtCQzpzzZpKwWazUV1dTXV1NS+fmeWZFxZKU5k4cHwPzlIHktCoXsUTB6DGrSEp2StRFS6dcJ4qjlFytsOCKQTH49BoGy2OOZyUjK5KcGChofbqjTh3GtCEvFEBnA6roKc7WBSCAzAxpVBdv/LP1GjCdIIDUKqE6TKB4Gypkpmejhoe6lldYcFuh2sd2fnk3OiK8Adf6ePogVIe/VAtu7Y7F13XKVVnKfFZ2seTL/EJBoPYbLa3TZzCWwWbJGcDsFq5anp6mo6ODiRJ4vDhw+lwt3yQjSvxasiGaBUS0plZmspramokylPfu1WaysTOg82UV3sQQlBdZVnz2K4SnUiWOUkSOkktv14cqyIIRAu/ycqSYMKEMEkJwdRccRoqVytTLUVHv8au5iTlFYWWQ4sfwClJguBsgNn54njRAAyMaezdG8fiWFzmc1h0XjxnfsR4fYXK66/PG37crdUyk5MRwhFjv597dtrpHYwRi+d+3EttIS61hThxzMNvfLCWbfULDwcr9eekCE7mnreU+GQq2GsRn1QCeTEzt94J2CQ5G4ClJCccDtPR0cH8/DwtLS15m+gtXSMfEjI7O0t7eztCiDWJVq4kyghDv2hM42+eH+OFn06uKC3XNtWwdceCZG9T1GXhqJlwyj4iiexHMcudOtE8x2GtFgmRKHxjKrHCpAlZSx6HxuCo4YddBodV0NGdvbvsmUtxHnxP/k3IFllwsbv4zcalcpSzfcXxosnE8GCE7a2LSc7gcAyzB4Iq3YILF4zvw2moURgdCxONGfcGXCU6TkeSG12FE9CzFwOcvxTgXcfL+PVfqWFLzfI+stWIT2ovzIX4BAIBw8fHfx6wSXIMQj6Nx6qq0tvby+DgIPX19Zw8ebIgE71M5EpCMr13Wlpa2LZt25o3l2yVnFQ5Kp/SVCYyp6ZWgrvcTcttzUiShK5p1NWvXeqorSwlksMEqiA/FUeWBIFo4UqCJAkm540nOLIkGJwojvGfGp4nGFr/91KY9QsGBpPsyLMJeS5Y/ADOfJPFjcDNvgTbdqjI1oVt3SGrdPSbqybZLDA+NEsiYWw5rKlWYXAkRLyAfK+l2L3dwfB4jIkZ4257uoD/ODtPMKzy/zy2LSsjwdS+mjkUspT4ZP5/CuPj41gsa6vTm1iOTZKzAVAUBZ/Px6uvvkppaSknTpzA7TYmyyiFbCe4NE2jv7+f/v5+amtrOXnyJA7H+r0Z2ZAcs0tTKdgcVvYf3532wfGWCiyW1TebLWUakWT2Nz+LHiCWzK8/pMQmETUgwsFpg6l548subpvGQNj8TdNrj3CtN/e/O38tQf3W3J2QbQp0jBQ3gNPj0HnjTfMiDNaDrkNf9wQt+xqQJZ3zV6Omr+mSwnRNGDs9tm2LQv9AiETSGILjLJFo2GKjPQcVMVtUVVj5+Ie3cPLOwsa61yM+58+f58knn8RuL1K+2zsImyTHIGR78/b5fIyNjZFIJDh06BC1tbWmMPP1ylVCCKampujo6MBqtXL77bdTXp69g+5aJKcYpak0JDh49z5s9oUbmlDjVNWsJenq2K060RxIjtNhJb/9VhCMG6DiIJj0Gf8dsSmCrmHzVRyHVTAwlJ9xW1KF8xcD3Hd39t9NWRLcGCpumcqqCAb65omZ3/6yJvpGLGzfnWRuxsd80NwG1fpyldfPGNuH07xVobcvRFI1huBsb7QzN5+gvdvYgFBFFrz7Liv/6aFyqqvMIR6yLJNMJvna177Gn/3Zn/Hkk0/yxBNPmLLWOxmbJMdArBXSGYvF6OzsZGpqisrKSjRNW3OEvFCsVa4KhUJ0dHTg9/vZvXs3DQ0NOROtlUhOJrkxszSViX137sHlWdjMha6xe1cp6hol/PqK3AiO26GR1PJTBFx2DAniRA0TTRqbVwNglVTiJtnuZ8Kmxwoa/R0Yt7B7PEzdluzGZpOqjC9UzDKVQAsHC04WNwLxpERgOsqNAXMJTpVH8MaFSUOPuaNeobMniBGJNFYrtGxzcKMrjNHG7/t32/lP77fhtIcZHuqloz2M3W7H4/Gkvbs8Hk/BHmJ9fX18/OMfx+fz8corr3DHHXcY9A5+vrBJckyGpmkMDAzQ19dHTU0NJ0+exOfzMTAwYOq6Kyk5mT1ADQ0NHDp0KO8eoJWSwo0oTX3je4Ncacuup2Hb3iaqtty6+R/da1vTUVhCx6KInHxu7BY9LwdgXRf4QkmQC7zEhI4/avyTotOm0zmQX59RLqh2a7x5pfAm3DOXYvzS++xYrGt/nlYFLnYVd1srs8U5fcX80lA2qK2Q+I9/H6R5dx3BpDmWAHYrjPTPkjSQ0+1sUGjvChrSJN1QZyWe0GnrNLY8VVlu4bf+8xZO3rn4gUNV1bRpaSAQYGxsjGg0SklJySLS4/F4sjJnFULw3HPP8d/+23/jwx/+MF//+tfXHKLYxNrYJDkmQQjB5OQknZ2dy8pBZgdowmIlRwjB+Pg4nZ2dOJ1Ojh8/XnCXvsViIR6PLytNpbK5ckE0pvH958f48XqlqQxUN1bTtGtL+r+3VoE/tvYGUl+hE8ulTGXV8g7iLLHpBOKFP03blSRx3Xjjr2RCQxfmEhy7RdDTl0On8RoIxWwMDqns3LnWliUYnpSLGsBZ4VR5zcBk8ULQUA1XL40Si2moyVGa9m4jrhm/xZeIEJ1TxvXh7GyQudkZLFhxkWXBnp0ltGdh7JcLLIrEI++r5D8/UkOJY/keY7FYKC8vX1TuTyQSBAIBAoFA+qE2kUhQWlqaJjwejwe3271ov/T5fDz++OP8+7//O3/913/NL//yL282GheITZJjIFLlqmAwSHt7O6FQiN27d1NfX7/oi2qxWEga+Ri0AiwWC7FYjEAgwM2bN4lGo7S2trJlyxZDLppUyGgqKTyfvhvIrTSVQkWtl923NSPJP3M4lgRVFTaCaxj1SZKOLAM5PCm67IVEOBhxaQmCMeOfxt0OjRt5NAHnCjsx5gPGjf++0Zakod6KfYUbDUAsHGJoNn9vqVzhsutcvuIzvBySD7bVCM6fG0mXeubmVdzDo7jrGw0lfWW2ea5cNU4h2b5FcKMjSKGKYk2lBasFrmdp7Jctbtvr4pO/sZWmrbldhzabjaqqqkUWHKn9OBAIMDU1RU9PD5qm8Rd/8ReUl5fT0NDAD37wA/bv38+1a9fYunWroe/l5xWbJMdApKIYRkZGaGpq4siRIyvWZddyPDYS8/PznDt3Lq9YiLUghEBRFGZnZ7l58yZlZWWUlZXl5Mw8NBrlR/88Qd9gFK/XittlIZ5UiUQTaCoIZDQN4gmRlrBlCRq3l1O/ZzuK5daNbv92meA6uUSNFTpxNbcyVb4qjsMq1lWVsjoHOcl0tHDX36Xw+TVML1N5NN68bKxXTFKFKzfi3HVs+WeiyILe6QpD11sLiiyYGPETNNikLh9sq9Y48/rYstcHR2IccE9CaR0Y8GBTUapy9VIIo747DVUJ2ruTBR9vb4uD7v4IcQPH2CvLLXz8w1u47y7jeuEcDgcOh4OamhpgYR+NRqP09fXxf//v/+X06dPMzc1x7tw5PvzhD3PHHXfwyCOPcN999xl2Dj+P2CQ5BuLGjRuoqsrdd9+9Zg01Va4SQhguRQohGB4epq+vD1mWueeeewzLOcksTdXW1mK1WtM16I6OjmWJ4V6vdxnJW780lfo8bv1MUSSaGpwoNhtNe5tQ5Vt9RF6XIC7W7iuSJZ1cKzMeR/4qjjAoQmDGb3xJ01uicX3UXIJjswh6DSpTLUXngMbu7cudkIsdwGlJhhkc3dhRKkmC+rI4Z86sbsTX1h7gztttBKXKgtZy2GCk37gcrtqyED0DMoUQHK9HocKrGNp7Y1EkfumBSv7LL69cmjISkiQxOjrK3/zN3xCNRvmXf/kXDhw4QHt7O2+++SYXLlygu7t7k+QUiM2ATgMRi8WyIi2qqvJv//Zv3H///YakeKfg8/m4efMmmqZRW1vL3NwcJ06cKPi42QRp6rpOKBRKJ4bPz88TjUZxuVxpwtPWKfHs89M5laYUReLQgXL6RxLc/74dy5SNI3sU5qNrc/VtVUliOZjCWRUdm5Jfz4pNEQQThSd5u2w6A9PGjkFLkiAYSDIXMJfklNliXG03rxG30ivx4Htu5QYVO4CzoiTOq2eNjzDIBRYFyu1hrlzNzpfnxN1bmVfz9+Jyy0Gu31jdqyoXVLv9DI8Xtu+1bncwNBYjFDHuQeDQXhe//V+30lRvfoabrut8//vf53Of+xwf+chH+JM/+ZPNTKrssBnQuZHItqE41WGvqqohJCdzPH3Hjh00NzczNzfH1FThVuvZBmnKspxupmtsbARuJYZ39szxjWfG6R3Mbe3GBic2u52hcZX3vm8bU0sIzs56aV2Co8g6Wo5kpawkfxVnwZCwcBIRNCDraik8do1BkwlOlVvjosmTRrN+wcBAkh077EUP4PSWqLx+fmMJTokdlISfK1ezJx0XL4xz5C4rgUTuN/D68iSvnzGI4JQWRnBcJRL1dTZu9hin3lSWWfjYh7fwruPG2zSshNnZWT7zmc9w9uxZ/vZv/5aHHnpos7nYRGySHAOR7RdVkqSsHYnXgq7rDAwM0NvbS3V1Nffee2/6aaDQ4y+1Fs+nqVjTFX58KsYLPw2i5vDAZbVIHNxfTmd/nIpyuPPEVubii8t/NovAXmIluo4o1FihEc1BxZElnVgyv9FqRRb41xhhzxZmqDiKrNM7Yq7xn1URDAyYU6ZaivPXF5yQHQ6laAGcCgmuXJlG0zdu2/S4JMIzMwyN5GZul0gKOq6OsvNgE1E1e5JR4xWcO29MLlVDZYyewfwJzo4mOzNzCdp7jDH2UxT4pQeq+C+P1OAsMf87JITglVde4bd+67c4fPgw165do7a21vR1f96xSXI2CIWSkOnpadrb25FlmaNHj1JZubjmnu+YuhFuxQCvnJ3jW98fYmY2tymy6kqBbLVzszfO1i0WKuvKEA4P6hJlZd8OBf86PRgWWUfNUcWpcOmE81Rx7FaJiAHmemEDiNJSxEOzROLmPqmWWuL0zBenETepQltHHIu7MDv9bCFLguh8hPA6yqGZqPJKjA5MMjOTX0e8P6gy1T9K2bYmNH3971iJHfq6pg0x59tep9Hek993w6IIttUrdA9EDJtkO7jHxW//xtZ0grjZiMfj/M//+T/5q7/6K7761a/yqU99quAQ5k1kh02Ss0HId4w8EonQ0dHB3Nwcu3btWjWxPOWTk0tzc7alqbUwNBrlqe+unTW1EmxWif37y+nsi6PHYXdLCVFcVNSUEllCZqq9GoHE+kpHY2VuGVUS+s/s5HMnKhKCoAETVU6bYHDa2Mwlh1WnL2AuGahya1wqoiGezQq9vX62NWlIHvPHxp1SlGv9xmY05YItldDRNkYoVJj6OzIex+0eh7KtrPU9lwAlHsypf24lCKHTUi9zoyu/z66uSiIa0+jqN4Y8V5RZ+NivbeHdJ4pTmgJob2/nYx/7GEIIzp07x4EDB4q29iaKVcj+OUE+SeTZQlVVurq6OH36NDabjfvuu2/NpPDUuLiehYVoitxkTnzlkzX1V//fMJ984kbOBGfndhd1W72098TRdbjjWCX+hJsjt1UT1ZZOhgm8bhWxjkJjU3QSOU6CVLhy/5sUnHYpJyfl1RBLmFBOUrW8XJuzhVURDA6GizaJIAFee5zhsThn35jFohofvJiJSmeSc5c2JlkcoKkGrl0aKZjgpNDeFcKlzqz5O1vLkrS1F9qHI35GcHIvL8myYN8uBxMzKnMGeC0qCvzKL1bxra/sLhrB0XWdb3/727zrXe/iPe95D+fPn98kOBuATSVng5CtV44QgomJCTo7O7Hb7dx11114ves/ladIjqqqq1qJZzM1lQ3yLU057DJ795bT2RtDF0lkGe64vYa+cbjzqJcJ//Kv577tMlF9fbfmWk+chJ5LX4uOrucZcyAEoUThKk6JVTA0Y6yK47LrdPSZG9/gtibo8Znr4J2JxhqNi1cWen80HS5dGOfI8W1okvGp454SnXMbmCzeXKtz9vVRdIMZ5JuX5jhxwsa8tnwvqS0rvA9HlgTb6qS8CI7Rxn57W+x8+iMNbG803nNqNUxNTfHpT3+ay5cv86Mf/Yj3ve99m83FG4RNkmMgjFZyMp2TW1tb2bp1a9ZrpJQYVVWx25dnH6XUm0L6bobHonzju0Ncvp77E9+unaVEEwrtPQuGcQ67xIFDtfSN6+xvdTEdXn7OpSUCVVqfuFikJAlNzkmnLCvRieVgFpgJpwN8BgRxJkwIy4yEVYSZBMce48qNCGabC6awrRbevLx4uskf1BjuHKW+tQkhGSdO2yyCvh4f8Q2yw6nzRHj99Kxpx7/wxiS3H7fhT94aXXbaoadjGq2A6pAsCxqrpTySvwX7djnp7A2TSBbO6jylEu+7O8n2rbP0dg4xNeZelCXlcrlM8Sl78cUX+eQnP8nx48e5evUq1dXVhq6xidywSXI2CGuRnGQySU9PD8PDw2s6J2ezxkpJ4SnlJt8gzWhM47l/GOMffjL5sx6W7FFSotC6u4zOvhhCLLz/inIrW5sqGZzQaaizkbS4YAXCsWubhfno+ufaVA3hRG5fbVnOX+3IJQ9rNSyoOMZOeHgcGm295pEPRdIZGQohKM50U22FxNW2lW/6vUNxKiunsFfXGbSaIBEIMjFtvjP5UsiSwK34uHjR3DKcqgluXBll921NRFTbgilyLMCsL/8+HIsi2FoJnb25EZxyj4LXI3O9o/DpPEWBh99bya//ci3OEiXtLBwIBPD7/YyOjtLe3o4kSYtIj9frxW635018otEoTz75JM8++yxf//rX+fjHP77ZXPwWwCbJ2SCsRHKEEIyOjtLV1YXb7V7XOXk9LA3pNGJq6tWzc3zr+8NMz+b+eNu6y00wItPwDpT/AAAgAElEQVTRe8vuv6mhBJvbw+ScjrtUpqKujOAKRGb7lvU9cWAhGDOaoyKiaAGiifykbLtFIxAvfNxbVSWMbJGTEEzNmTvp5LUn6AsVh+B4XDA6PE9yjSf8Ny77efe7StDshTdZb1SyuM0CLjlE2w1zCU4KwbDGWM8o1TuaqPZonDmbf++R1QK1ZdDVl9vn1rrDweBIlBlf4d/XA60LU1PNDbempiRJwul04nQ6qatbIMG6rhMOh9PJ4X19fYTDYaxW6yLS4/F4snrAbGtr4zd/8zdxOBxcuHCBPXv2FPxeNmEMNkmOgci1XBWP35o4mJ+fp729nXg8zr59+6itrS1YSs2Mj0iRG8hvamp4LMpT3xvi0rXcS1OlLoWdOxfUm8yEzL2tHkKqA39IoMiwZ08lM8Hl56XIAmeplUgWvGpruUYoR3t/t9NKPM/9NRCMgq0wkuOwCEZmjSULXofG4Kihh1yEspIkV9qKU6ayWkCNhvH511dVzp+f5Pi9dlQ5/9HgjUoWdzlAC83T1l/cJufxqQT1dROMz0JZqWA+lIfTtxWqPDo9A9nnlbmcMvW1Vm52F07oyr0WfvPX6njP3eXr/zILe6Db7cbtvuUCrWkawWAw7do+NjZGNBrF6XQuIj1utzvd56jrOk8//TR/+Id/yGOPPcYf/dEfYStwP9iEsdgkOQYjlUS+HlJKTjwep6uri4mJiXSQ5mqNwrlCURQSiUR6lLzYpSlYIDK+ID8jOLdw7EglI3NKOnzzzmMVTARWJicHdioEEusTF5ddI5LjdJLLphHX82tY1dUI2ApXDXQhGZZ3BQvljoFx84z/ZEmnv38OQXE28wpXgrb27G6e0Zig89oYLYe35VVGc9l1Lm1AsniZW2J+fJrR8eKqRyUOifpqhdfPTqdf87ot1NU5cLlsJHWZGb9EdI0JcIcNypw6fYPZE5ydTXamDTD2k2V4+P5K/usHaws29FMUJR02nEIikUiXuWZnZ+nr6+Nf//Vf+clPfsLevXsZHx9neHiYf/zHf+T+++/fbC5+C2Izu8pgJBKJrEjOyMgIvb29JJNJKisraW1tzSnFey2kSlOXLl0iGAxSXl6O1+ulvLwcl8uVdZ341XNzfOvZ/EpTnlILzds9dC3xFpEkuPOOhQmqFG6/zcNsbOXclioveMttWeVI7axN5qziVJcm845wUOMhNEthJMduEYzOKQhhHMnx2lWu95l3edrUGboHi1Omqi+Pc+VG7n0ah/a68DY25PQ3iizwTfgYGivMGyZX1JRLDHRP4PMVt8N52xaF6Zk4vvn13291pRVniYrVbkGxeZgNyqgqlNgl3A6VodGF69xqAXepgtMh47BJKJaFIqymC5JJnaSq4fXamfOpeD0WhICZuSRTOU5mAuzf7eRTv1FPc2NxDP1gYW8dHBzkO9/5Di+99BKTk5MEgwvK27Fjx7jjjjv40pe+lNUE7CbyQs6b9SbJMRjJZHJdb5rZ2VmuX79OIpHg6NGjVFUZZ2aWWZpSVTUtvab+B+DxeCgrK0sHZy6VVwspTQEc2Otl0if+f/bOOzqu+s7bz51e1XsvltXcm2QIJQu8LCWbZPOyBNjgYEMgDpiEl2JKiMnBCW1ZFgiQEBIwJQSyAQIhsEsCBCzZlotc1HuvVhvNjKbe9w9lBo0l2dI0yfg+5+j4MEh3fnfK/X3ut30wjfsWPatUAitXJtDa+8VHZ2mOFpfKOKuIWZWvYHQOQ/aMGhd6jTivTiKt0g248CfioZC5MTsUfv3tVNRy6BwKXkBVJRfp6HFgC0GnFoBRbaO6xhL0luaZiDNYqKn3PyV2zllxYJi7+7bKOc7BY+GphfGQGgdHK7uxWsPXgq9SisQabbR2+P8mKuQCRfkGZHI542YnZqsL07gTi3X2a19yghqlWkFX73QxZ9DLSY5XoVELmK1uuvtsTNhmXl9UhIItVybxT2fPLTUVTCwWC/fccw+///3veeKJJ9i0aROiKFJTU8O+ffuoqKjgySefDKrxsoQPkshZaE4mcqxWK7W1tQwODpKSksLAwADnn39+UJ53Ll1ToihOcwq3WCzodDoiIyPRaCP4388cvPe/w36lpqIjlaSlG2lonR7bjoxUkJkTR8/gF69NYpyC6KSYWTfkgkwB2xxTIuGO4mjVMGIJLJqhkov0DMtxBzGKo1c4qJmnEepckQkitrFxuvtD33GUEC3Q2HAcmz2QjRjOOS8dp+LUEdKFcBbPTBDZt6cLpyt8l9KMFCUjQxN+RWc9yGSwvDCC2ibLnK8TywuNNLXb5vx+ygRIilcRHTUZ7RkacTBw3MFlF8Ty799MRK8LTyRxKpWVlWzevJmoqChefvll8vLywr6GmXC5XOzYsYNXXnmF3t5eUlJS+O53v8t99933ZUyfSS7kixGXy0VLSwstLS0kJiZy7rnnYrPZ6O3tDfjYU7umTmXHIAiCt9guLW0ylO9xCv9k9wBvvNfHqJ81j8uLo+gecM0ocFKTNeijI30Ejk4jIyUjmhHzzJ9ZnVpEVKhgDvtppM41b78ppdw9p0LmmZALImPWwC+ybpcDtxi8Oz6dyk1da+gG/8Vo7RxoDL3AMeigt3skIIED4HRB5YFuVmzIwi3MfqmL1rnYvSfcAsdFeVl32Gp/lArISVNytHosoOeMj5Wj0So5Wje3iJdeJyczXU914/xqjdwidPfb6e6f/JImxit57Me5LM0O30A/Dy6Xi6eeeoqdO3dy2223cf/99y+qSM3DDz/Ms88+y0svvURxcTH79+/nuuuuIzIykm3bti308hYcSeQEmaniQhRF+vv7qa2tRalUsm7dOqKjJ0OsLpdr3t5SJ3Ji15Q/04r7B9384rdDHDjiX5g+JkZJSrKRhraZKxPz84xYRR3Dpi+urIIAy5fH0D9LoTFAfvbcZuIAxBndJ43iCIjIhMk7UJkw+ROpdTM6x+OfiFolYAlw+J8gOugZVQVVjzhsrjnVLvlDtN7NoWPBcX8+GQo5YDNzfDg4Ymp41EXz0SYyl+chzDAoUKtyc/TYcEDD7+aDAKRG2ynb3ReeJwRSE5VYx20cqfLfpkEmgyVZSlq6XLhG51Y/k5Ohw2QVqZtnS/mJnLU2gh9uSVuQ6E1XVxc33HADbW1tfPDBB3zlK19ZdNGRsrIyvv71r3PZZZcBkJWVxe9+9zv27du3wCtbHEgiJ0SMj49TW1vL6OgoS5cuJS0tzefLoVAovCJlvt1UU400/e2amrC5eO2PPfz3e71+paYAcrMUDI6paJxF4KxeGU3PiBLXCQUcJeui6Rub/ZzTE2HkFJESg9pNYqSbpEgX0Xr3FAEzXdDM9tJMOGDMKjBmnfx3LvN1BETGbYFfbDUqBZwkujBfjBoXVU1BO5wPMkFkoM/MHGzQAibeYOfIHDup5kpHLxgjmonNWuLzuCCIDPeNMjIWnnoYhRxiNBb27gvdFOOpyGWQlzkZvQnkvUtNVqNQymlstzEXVS6TQf4SLY1tjoCeV6EQ2HJlEv9yUegNWE9EFEXeeecdbr75Zi677DLefvttn66rxcRZZ53Fr371K+rr61m6dCmHDx/m888/5/HHH1/opS0KJJETZBwOB/X19bS3t5OWlsbKlStnDG3OxVvqRII10O+zvZNdU/2D/uVr4uNUxMRqaeua/W577ZoY2gemf7xWLTPQNzZ7nY1MJhIZqZqWftIoRRIjXSRFukiKdGPQBB7n1ygnjxtvFOns7KSxrY2I2HQiYtMxOxSYbXDiRV2nFhgKMIqjkIl0DwX3rnR41L8C6rkQq7OzPwxpqswEN/srQzMjpqbBxXnJoz6DAp1jvTS2hWcirUYFKucYhyrDM38nOV6By+7g8DzNcqcilwssKzBS02jB6Zrb+x8VIUOvl1HfEtjnJTlBxV1bM8jLmrnrMpSYTCbuuusu3nnnHZ5++mmuvvrqRRe9mcr27dsZGxujoKAAuVyOy+Vi586dXHPNNQu9tEWBJHKCTEdHB6Ojo2zcuNFn0NSJyGQyZDLZrN5SJzI1euP5+/l+8bp6JvjFb9vYf9i/C58gwMpl0bR0OWYVOAo5LM3XzyhwstPVjLtOnlNfliPHZJOhlIskRrhIjJqM1kTpQlO84PEHs9vtLC8umNLp5sbpBpPVE+0RME2AJQhGnCo5ON3B21x1iglqu0ITyo8KU5oqPQEOHB4O2fFFEfbt66fkbA1OmZpYnZ1PK8MjcIw6AevwcZraQ9+5JQgi+VlqqmrHcPoZoQVIS9Egk8vmXHsDUJhnoKvPQe9gYCG/r6yP5NbNqQHPvfGHiooKtmzZQnJyMgcPHiQ7Ozvsa5gvb7zxBq+++iqvvfYaxcXFVFZW8sMf/pCUlBQ2bdq00MtbcKTuqiDjcDhwuVxzEiB/+9vfWLt27UlnKgQrNfW7t3r4w7v+p6aSEtVERetp7Zx9KpjRqCA3L46ugekXOaPOTVJGDE5xdkGXmSCyJl9GYqSbGIMbWQhvnpxOJ83NzV5/sLkMYXS7oWtERutxOQ6Xf4uTy0SOj8lxuIKzwQq4GRwwY7YHf1aITBBxjI/T2RvaKE58lEBz0/FZW4aDSVqSipUb0th/YAh7GMbhxEYK9Lb10T9wkml6QSI+Wo5CcNHa4X8NjG/0Zm7vh0olI3+JgeqGwGpvFHK46l+MfOPiJDSa8M2+gcnrweOPP84jjzzCPffcw/bt273R9sVOeno627dv5wc/+IH3sQcffJBXXnmF2traBVxZSJC6qxYauVx+yjk5Hk5m0hms1NTne4d4LoDUlEyAlStiaGq3M3ISgZOUqCEqPnJGgaNWwdLCRIbGp2/sKtkE6VFDFKbZSEucbGUPdedCf38/dXV1aDQaSkpK5uwPJpNBeoyb5Eg3rcfldA7L5l3oq1EQNIEDEKFx0xYCgQMQq3eEPE2l18BA32hYBA6A1eqgak8dTqKA0H7OkmMF6qu6GTOFOtUnUpCtprbehM3ufxQlI02DyPyiN2nJGkRBFrDASYiVcfVlInpNN5991oBarfbO8YqIiCAiIiJkoqOtrY0bbriBvr4+/va3v1FaWhqS5wkVFotl2oDX+exDX3YkkbOAKBQKHA7f20lPZC0oqakX29kfQA1AarIGnVFLTdPJ70Lzcg045HqOj07fqARg9apY+ka/+BIq5CL5aSIrstzE6a2MjdkZGRmltrYdq9WKXq8nMjLSO7BQr9cHJSc+MTFBbW0tIyMj5OXlkZKS4tdxFXJYkuAiLdpF84D8H3YUcyjIFCbn4gQLhUykuSs09g2ROjeVIR6MJ5eD3GVhwI9pt/6QEA19PaO0WSEl0Y4hPhlrEBzkZyIp2sGRg33YA2yDPxUxkXJ0KjeHj/n/PVcoBIoLjFQ3mHHNowZ7RVEE9S0TOJyBFW6fVxrJzZu+SE85nU6vlcLo6Cjt7e3YbDYMBoPXQ8pzXQjE5VsURd58801+9KMf8c1vfpP333+fiIiIgM5lIfja177Gzp07ycjIoLi4mEOHDvH444+zefPmhV7aokBKVwUZt9s9TbjMRkVFBcnJyd6ZNUFNTb3Xe1LH5pMhlwusWBZNQ5v9lHn9lcuj6DepmO06V7I2kv7xyUhDWpzIimyR4kwR9Sw30TabzWdY4djYGDKZzHthi4qKmrMzsAe3201HRwdNTU0kJCSwdOnSoJromSYEGvvlDFtOfsHVq0RaB4IXPTCqHFS1BO1wXgRBRLSYaQuxvUFqtIPKANqa50NitJvOzjFsUzzQ4mOVJKQlMDaHidrzId44zuFDQ4ghauf3kJ+loqHJhHXC/zv2zDQtLlGgu2/u6bQIo4KUJC0N8zDjnAmVUuB716Rwyfkxp/zdiYkJr2O4519RFH1ET0REBBqNZk7XzNHRUf7f//t/fPDBBzz33HNcccUVi7q4+GSYTCZ+/OMf89Zbb9Hf309KSgpXXXUV999//5fRLFSaeLzQiKKI3T631NChQ4eIjo4mMzNzWmrKn5k3n+8b5pe72ukb8H+aaXqaDpVaRVffqTe4DeviaO2TzfpBWF6oR6bRszxrUtzE+nGT5Ha7GR8fZ2RkxCt+PNGeqdYUs0V7RkdHqampweVyUVhYSEzMqS+o/nJ8XKBxQI55hpk9MkFkzCwPWuRAo3TT3OHE6Wdt0MlQOftpaAttKiczUWT/oaGQPoeH+AgbHZ0TM75WRoOc3PwEjo8H53wz4pyUl/ec+hcDINIgI9oIdY3+R9o80Zuq+vmNBliSrWN4TGRkLLAUXFqSmu0/SCc73b/uKVEUMZvNPpY1ZrMZpVLpFTyef6feEImiyJ49e7j++uvJysripZdeIiMjI6BzkQgrkshZaOYjco4cOYJWqyU7O9ubmvJH3HT1TvCL3waWmlIqBJYti6ahxTZrVMaDQg5r1ibS0jPzRyBCL7BiqYpz1xvISRZmnVPjL3OJ9uh0Otra2ujq6iIrK4vs7OyAQttzRRShZ1RGy6Acm/OLEzeoRFqCGMXRCA7qO4N2OC8RWjc1NSMhEU8e0uLh8NHjYZm7E6sfp7Pbhcs9+/moVAIrViTQZzp1l+NsyARIipigYv/AqX85APIyVbS2jTNu9j9FlJWuxeGCnv653wx5CpKrGqwBT2n+6sYofrApBa0muBE0l8vlE+kZHR1lYmKCuro6/v73v7N69Wr6+vp45ZVX+MlPfsLtt98+7xllEguOJHIWAzbbqUO/HlO348ePk5SU5I1KzPdL97u3unnlv7v9Tk0BZGXoEeRKegZOHb3R6+TkF8bT0f/FDiUAGckKVixVsnKpiqwURVhDv263G5PJ5BU9Q0NDOBwO5HI5cXFxxMbGeoVPuNblckPHkIy2ITluEcxWGeYgDBEE0Kvd1DY752VGOhcERLCZae0MXZoqNlKgreU41onQXz5i9WN0dDMnMSUTYO3aeHpN848sKBUQIR/nyLHQtcAbdDISowWq6+fvyO5BqRAozDdSXW+el8FqfJwKvV5FR3dgHWJqlcBN/57C/zk3dNHUE7HZbBw4cIBdu3axd+9empubkcvlrFmzhpKSEjZs2MDll19+0nEfEosKSeQsBk4mcqZ2TVksFgYGBrybs8PhwGg0EhUV5RU9p2qldLlEmlotVNePc+jocarrxxk1ze1zoFIKLCuKprbFNqeNID5eTXxyNAPDbtQqgeIcJSuWqliepyLKGJ6ZIyfDYrFQW1uLyWQiOzsbtVrtjfhMjfZMTXOFuk3U7oTWQTmH2vyPEpyI4LTT1hd8sZZgcFBx2P9N9FTo1GA1mfzu9JsPiZFmmttc8446rF0ZTb/VMPuY7BPQaQDLCA1NoRliCBAfNcHx4y6sE/5/x7IztEw4mHcquzjfSFu3PaC6H4D0FDV3/yCDzNTwtoa73W5+97vfcfvtt3PVVVfxyCOP0NPTw759+9i7dy979+7lnXfeISUlJazrkvAbSeQsBux2Oye+rjO1hE9NTYmiyMTEBCMjI976E5PJhEaj8dmYjUbjtLSL1Wqlrq6O4eFh8vLyUGvjqWkwU10/TnXdOE2t092Cc7L0OEUl/XPsbMnJ0hGbGMmS9Elhk5+pRKFYHIV6brebtrY2mpubSU5OJi8vb1ph8onRHk8o22Aw+Ly+oYr2tB+XU9GswnmStMlciNC4ONYU/DxPhNZNbd0oc6yZnzcymYhBbqWpLbBW47mQHmenpsH/otjlhUZMRJ00xQUQZRAY6Rukqzs0wxK1aoG0BDnHav0XUCqVjII8w7yjN1q1jNwcAzXzNNaciQvOjmLrtalo1OG9ERoeHuaHP/whn3zyCc8//zxf//rXF01xcVZWFm1tbdMe37p1K7/4xS8WYEWnDZLIWQycKHL87ZrytFJOFT5ut9unm2BsbIz29naSk5NZsmTJjNX0drubhmYzVfXj1NSPY4xQM2ISUSkFVCoZapWASilDpRJQ/+NflVKGWv2Pf1UCudk6kuMWj/Ouh+HhYWpqahAEgcLCwnn5y3g6NjzCx2QyIZfLp3VyBSvaM2oR2N2gxuTnHbmAiNXipD/oWRERud1Mc0fo0lQRiiGa2kN7yRBFNzlJIkdrA299X5KtQ9TFYHfO/F4lRAu0NfQyNByaqFRWqpLBASvHh/1/TzLT1dgcAv2D8ztGZpoGm1MWcGu/Ri3j+99J4cKvRAd0nPkiiiKff/45N9xwAwUFBbz44ouLLlIzMDCAa0q//rFjx7jooov4+OOPOf/88xduYYsfSeQsBhwOB263e1r0xp+W8Kl4OgpGRkbo6+tjeHgYURTRaDTExMR4N+ZgzZVZzNjtdhoaGujr6yMnJ4eMjIyAC4s90Z6pnVyeaM/UFFcg0R6HC/Y1qegcnr9witI4OdIU/K9dgtFBRWXo0lRZiSIVIe+kEslKFDlWG7zzSElSE5EQN62WKjUOjh3uxmIJvrGnSgnZKUqO1oz5XeCrUkJaiozWLpjPniAIk7Nvapsm5jzteDYy09Rs35pBRkp401N2u52dO3fyzDPP8OCDD3LrrbeGpeEgUH74wx/y3nvv0dDQ8KW/dgeIJHIWA3a7HZfLFXBL+ExYrVbq6+sZGhpiyZIlJCQkeDsJPJvzQtSehAtRFOnp6aG+vp7IyEgKCgrQakNn4ueJ9nhe27GxMRQKhc/r60+0p7ZHwZF25ZyLh+UykePHHYwFaA56IkaNSH3DCHNsCJw3qfFwJMSdVHKZSEqMm5qG4A8vjI5UkJ6TwLBl8v3NTIB9ezsD8oWajYxkJWOjEwGNgMjN0jFudc87ChMVoSQ+XkNze+AO8BedE833v5OCWhVecVFfX8+WLVuw2Wy8+uqrrFy5MqzP7y92u52UlBRuu+027rnnnoVezmJHEjkLjdls5vHHH2f9+vWsWbMGnU4XlDsJT91JS0sLiYmJ5OXlzZiamjpXZmrtidFo9G7MUVFRcx6atZgwm83U1NRgsVjIz88nISEh7Ofgdrt9prGOjIxgs9m8r6/nNdZqtadcW/+YjPJGNROOU59DhNrJseZgf+VEFA4LTe2hUTgxEQKd7cOYQxDx8KBSQqzeSUNL6ExEdVoZBUUJ6HVyysq6A26hPhGFHJZkKDlaNTavupmpaNQy8nINVDeY572+pHgX41Y1Vltg3yWtRsbWa1P4p7PCm55yu93s2rWLu+66i+9+97s88sgjIb3xCTZvvPEGV199Ne3t7YsurbYIkUTOQtPV1cXNN99MeXk5Q0NDrFy5kpKSEkpKSti4cSPJycnz3piPHz9ObW0tcrmcgoKCedWdgG80wlN7olQqvZGIqKgojEbjop0Z4XK5aG1tpbW1ldTUVJYsWbKoIlNzifbMNh7Aahcoa1AxOD77a6+Si3T0OLDNQQzNh0Sjg30hSlNp1eAwm+Y1i2W+KOUudHIrXX2hHbijUkJuugpRhFGzSN9g8LyoUhIU2Kx2unv9b89ekq1nzOxicGh+0RuFUqAob3L2TaBkp2vYvjWDtOTgdRHOhePHj3PzzTezd+9eXnjhBS699NLT7ubt4osvRqVS8e677y70Uk4HJJGzWHC73TQ3N7N7927KysooLy+nqqqK9PR0NmzY4BU9xcXFs1oUeAZZDQ0NkZubS1paWlCiQlOHZnmEj9PpJCIiwkf4qNXhvWDNxPHjx6mpqUGhUFBUVHRaeMtMjfZ4hI/dbp/WyeWJ9rjdUNmupKFv5s+B3GmipS+4tQ0GjUhTwwgTIdAgMgGi1FbqmkMYXVGLyFxmemcwhA0mCbEKBLeLrn+IEEGAvGwdyOS0dvn/4slkIkszVRyrMeHys/5Fq5GxJMdAVf3803TJCWqUagVdvYF/AP75/BhuvDoZVRjTU6Io8sknn/C9732P1atX88ILL5CYmBi25w8WbW1t5OTk8Mc//pGvf/3rC72c0wFJ5CxWRFFkdHSUPXv2sHv3bsrLy9m3bx+iKLJu3To2bNjAxo0b2bBhA2q1mp07dxIXF8eFF1442RYeQsEhiiJWq9UnxTU+Po5Wq/XZlA0GQ9iK+Gw2G/X19QwMDLBkyRLS09NPuzu0qXjGA0yd2+MZQe/5GXPFcqBV49NmLhettHbLEAnu665ymWloDU2UJT3WycGj/k/fPhWRBgHXhJXeAGpX5kJBjprGZjMTtpmFVHqKhqhIFQ3tE7jnMRogMVYBLgftXf7Xv+Tl6Bgxuf3qvlpeaKSp3YYtQPNQldLN5ec5OHudwfsZnkuaNlBsNhs7duzghRde4KGHHmLr1q2nRXHxTOzYsYNf/vKXdHR0LKro9CJGEjmnE06nkyNHjngjPeXl5bS0tBAdHY1er2fTpk1cccUV5Obmhv1L7HA4vO3rno1ZFEWfupPIyMh5GWXOBVEU6erqoqGhgZiYGPLz8085EPF0xOVyTevkstvtqAwJDMlXYnNP1hS4rCa6hoJ7/glGJxWVoRleF+pOqpgIAfOYJaDW6lOhUkJ2moqqOXZqxUYrSUvV0tplP+kkZwGR/Gw11XVjfk8o12nl5Gbr/Yre6HVyMtP11DUHnp7KydDww83x6NRW7+fXZDJ507RTx1wE8xpRU1PD5s2bEQSBV199leLi4qAdO9y43W6ys7O56qqreOihhxZ6OacLksg5Xenq6uK2227j/fff51vf+haRkZHs3buXQ4cOERkZ6a3rKSkpYc2aNWEvHBZFkfHxcZ8U14lGmYFaJ5hMJmpqarDZbBQUFBAfHx/ks1i8eIZBdnZ20tbRjUm9Cgc62vp0QX0evVqkpWkEa2AT+mckJU7gWNUgrhDVGSdECwwNmgM2hzwZSXFyXE43PfNw5fag08pYkq2n77iL4THfFyEuWo5K7qIlgGGIS3P1DI06GRqZ//nnZOgwWUW//vZELvunGG64Khml0vfGyyPcp0YrPdeIqaaZ/kSE3W43v/71r7nvvvu48cYb+dnPfrYo0umB8D//8z9cfPHF1NXVsXTp0oVezumCJBF2hM4AACAASURBVHJOV66++mpkMhmPPvooycnJwBdppP3793tTXOXl5YyNjbFq1Spviqu0tJTExMSwp3Psdrs3EuExyvQM0ztVwe1UXC4Xzc3NtLe3k5GRQU5OzqItgg4VDoeD+vp6+vr6yMvLIy0tjcpm+OsRJaIYvPdV7TZT3xL8NE+0EXq6RjCNh0bhpMQJdHWZMFtCV4OTGm+nq0cM2JxULof8XAMWO3T32cnPVlPfYJo17XUq9Do52Zl6qv1okZfJYHlhBNWN1oDb+HVaGduuS+OcDZFz/hu73e7jFO6JCHsEj+fnZNHa/v5+tm7dyuHDh3nxxRe58MILT+vUtURASCLndMXhcMwprOt2u2loaPCKnrKyMmpqasjMzKS0tJSSkhJKS0spKioKe473xGF6IyMj3oLbE/24PBepgYEBamtrUavVFBYWnnFGeaIo0tfXR11dHRERERQWFvpc8Fv7BN6tkDNhD/yinhjhZN+h4KepNCpwWcfp9iP6MRfSE2S0tI75LRJOhUYtkJmspKouuJ1mcTFKkhPUuEURmTA5edw07mRgyIHdPrdzyV+iZ3DYyfDo/CMwsdFKoqLUtHYG/r4sydKyfWs6yQmBRU88A02nip7x8XHUarVX8AwODrJ06VKMRiMffvghW7duZePGjTz//PPExcUFfC4SpzWSyDnTEEWR4eFhr+ApKyujoqICuVzOunXrvKJnw4YNGI3GsKe4TmxfHx8fR6VSYTQamZiYwGq1eiMXZ9rd2cTEBDU1NYyOjlJQUDBrNG7EDG/vUTAw6v/ro1OLtDWPYgmy+7cgQIx2gtrG4A/iA8hKFqirH5vmvRYsUhKU2CYcAQ3gm4llBQYaWy1MzGJsGRWpIDpSiU4jA9yMjpqxTLgxWxRM2NwY9HKyMnRUN/jXoVaYZ6Crz4HZGrgw/NqFsWz5dhJKRWjqAj32NZ6OxOuvv57a2lpSU1Pp6enhmmuu4fbbb6eoqOi0LTCWCBqSyJGYDBEfOXLEG+3Zs2cPHR0dFBcXs2HDBkpLSyktLSUrKyvsFw2n00ljYyOdnZ2oVCrvZOgT29dnGnT4ZUEURTo7O2loaDjpYMepOJzwwUE5tZ3+vV+OsV66B4Jfw5AR5+LAkZGgHxcgJ0WgqnY0ZDU+hbka6hpM2P0sAp6J6AgwGBR0dPtf+7KiyIjZ6kapEFAqBGQyAVEUcbpE7HY3FqubcbODcYt72uA/lUpGfq6B6iAYa+p1Mm7dnMbZ6+aengoGR44cYevWrahUKoqLi6mvr+fAgQMolUquvPJKfvWrX4V1PRKLCknkSEzHs6lOndlTWVlJbGysN9JTUlLCqlWrUKvVIYuojI2NUV1djcvloqCggNjYWERRxGKx+KS4zGYzWq3WJ8VlMBi+FJGe8fFxqqursdvtFBYWEhsbO6+/31sv47Mq2bzqdELlTZWZCPsPHQ/6cQGWpAocrhoN+nRhAK1GIC1BSU1D8F4TAViaq6Kl3Y7dz8Yvg15OZrqOmjlGb+RyMOoVGPRyNBoZkUY5INB/3EFXnx0/9gMvS7O13LU1g6T48N1suN1unnnmGR544AG2bdvGAw884BX/DoeDY8eOMTw8zD/90z+FbU0Siw5J5EicGo+wqKiooKysjN27d7Nnzx7MZjNr1qzxRntKSkqCYp3gid50dXWRlZVFVlbWSQuLHQ6HzyC90dHJmStTbSmC3ZoaatxuNy0tLbS2tpKenk5ubq7fxdXzqdPRqkQ6WkcxW4P7dU2Oherq4zhDEGVZkgqVx8aCf2AgLUmFxWynfzB46amkeBUajYzWDv/n3hTk6ekbcDJqmn8ESACKC/TUNlq8nlqRRgUpSWpkMoGuPjtj8ygI/8bFsVx3RTIKRfhuKnp7e7nxxhupq6tj165dnHfeeYvupqarq4u77rqLv/zlL1gsFpYsWcJvf/tb1q1bt9BLO5OQRI6Ef7jdburq6nyiPXV1deTk5PjYUhQUFMx5cxZFkf7+furq6tDpdBQWFqLX6/1am8d93SN8rFbrtAnCgbSvh5KRkRGqq6sRBIGioiIiIwMP/8+1TkcnWKhpDG5BcKQBBnpGGDUFX+HkpogcrgrNDJ+iJRqq60xBM9cUhMnam9pGs99zbzQqN4nxcjp6/UtDxkYpiIxQnNRYUxAmHdVjopRYJ9y0d9tmFKcGvZwfXZ9G6erwTRUXRZE///nPbN26lQsuuIBnn32WmJiYsD3/XBkeHmb16tV89atf5fvf/z7x8fE0NDSQm5tLbm7uQi/vTEISORLBQRRFhoaGfETP/v37USqVrF+/3lvXs27duhlTSRaLhbq6OkZHR1m6dKlfnl0nw2azTWtfVygUPnU9ERERC9qKPjWClZOTQ2ZmZlBroBxO+MsBOXVdMx8zIcJJRZC7qRQyF07LCANBn/cnkp0ocnSOA/jmg04rIyVOHtTi6NRENTK5QEe3/9Gbwjw93f12TOP+FQcX5ulo65zAMs/iYrVKICNNi0YlY3DUSd+Ag4JcLXd9P4OEuPClp8xmM3fffTdvvvkmTz75JNdee+2ivEkB2L59O7t37+azzz5b6KWc6UgiRyJ02Gw2KisrvV1ce/bsoaenh2XLlnmjPWvXruWll17is88+45lnnplTUW0w8PhFTRU+DocDo9E4rX09HHha47Vard8RrLmyt17GZ8dkiFO+/xqVSHf7KCZz8L6mAhClMVPf7P/GPhMymUharJtqP6b4nor0ZCWmMfu8zStnQy6D4nwD1fVmnH56ThkNctJTddQ2+tc5pdMKZKZp51y7czJkAvz7t5K44vLEsKanDh06xObNm4mJieHll19myZIlYXtufygqKuLiiy+ms7OTTz/9lNTUVLZu3coNN9yw0Es705BEjkT4EEWRtrY2b13PRx99RHNzM3Fxcd5BhRs3bmTlypUolcoFaV+fmuIymUxoNBqfFJfRaAxqdMVut1NXV8fg4CB5eXmkpqaG5bxb+gTe2ydn4h9O5QaZlaqG4IqRzAQX+yuD20mlVEC80Ul90M08RYqWaKmuNfktRk4kLUWD6Ba9Zp3+UJinp6ffMa8amakkxrkYN4PZGniEMi5Gye03ZbCyKHyzqVwuF08++SQ7d+7kjjvu4L777jstaus8N0e33XYbV1xxBRUVFdx6660899xzbNq0aYFXd0YhiRyJ8DM0NMT27dt59dVXueOOOygpKWH//v2UlZWxd+9eJiYmWLNmjU8nV2xsbNhD0555HFOFj9vtnubH5U/kSRRFenp6qK+vJzo6moKCgrCPnR8xw1vlCmS4qTgU3MLdUHRSqZUQqXHQ3B54u/NUDDoZiTFy6pqCExlSKCbnzlTXj/vdzm40yklP1lHb5J+Yk8uhKE9PVZ0ZdxCuvGevj+TWLekYDeEbGNrV1cUNN9xAe3s7u3bt4uyzz1606akTUalUrFu3jrKyMu9j27Zto6KigvLy8gVc2RnHvD8wku2pRMB0dXXR09PD0aNHycnJAeCSSy4BJu/campqvDN77r33XhobG8nLy/Px48rPzw95/YxCoSAmJsZb2OiZvuoRPPX19VgsFnQ6nU9tj16vP+nF2Gq1Ul1dzfj4OEVFRSQkJIT0PGYjSg/XnO/k/d02BIJ3F5IUI3D4WHAFjkrhRO6y0Nwe1MOSmapieMhGXVNwolhZaRpsdjdHa/yvFSrMM9Ddb/db4CQnqpAJAkdrAxdtGrWMm65N5eLz5je6IBBEUeTtt9/mlltu4bLLLuOdd94JSvF9OElOTqaoqMjnscLCQv77v/97gVYkMVekSI5EWPF0XJWXl3tb1/fv349Wq2XDhg3eLq61a9cuSLfUVK8dj/iRyWTT/LgUCgWiKNLe3k5TUxNJSUnk5eUtmtB7S7eL1//HRtdAYBNvI/RwvG80qKaYETpw2iz0DwbTaFOkeImWY7VjQRkeqFJC/hIDVbXjfkdOIoxyUpN11PkpbgCW5eupb7YEZWBhYqyD//vPLnIyv/CNOpWADxSTycSdd97Jn/70J55++mmuvvrq0yZ6M5Wrr76ajo4On8LjH/3oR+zdu9cnuiMRcqR0lcTphSiK2Gw2Dh486O3iKi8vZ2BggOXLl/v4cS2E9YPb7WZ8fNwnxTUxMYFOp8PhcCAIAkuXLiUpKWnRXbxdbpGP9zt4v8y/AXUqBchdZtq7glfbExMhYDVZGAhSITCAUS8jLkpGQ5DqenIytIxbXAHN0ilaaqCrz+63YWlUhJy4GBWNrYGn8mQC/N/LE7jismjM5jEfl3CPgJ/6EyyhXlFRwZYtW0hJSeGll14iOzs7KMddCCoqKjjrrLN44IEH+Ld/+zf27dvHDTfcwK9+9SuuueaahV7emYQkciROf9xuN62trT7t60ePHiUlJcWb3iotLWXFihVhj5y4XC4aGhro7Oz0momaTCaUSqVPistoNC4aJ/XhMTdv/tXGkca5b7gCEB9hoyqILd3x0QLDg+agRoWy0lQMDk4w4oeB5Ylo1AJLsvVU1Y37PWk50ignJVlLXZP/4qQgV0dXrw2TOfCQVFyMkjtuymDFDMXFHgE/NXJptVrR6XQ+dWp6vX5exflOp5PHH3+cRx55hHvuuYft27eH3Sw4FLz33nvcfffdNDQ0kJ2dzW233SZ1V4UfSeRIfPkQRRGTycTevXu9wmffvn04HA7WrVvnM6E5Ojo6ZBGVoaEhampqUCgUFBUVeUWOy+Xymgt6Ij5Op3OaH1e4C5FP5EiDkzf/ZmN47NRf3WB3UiXHCfR0jzMehI17EjfJsRN09sjnZXExG7lZWkbHnAG1mhflG+jqsfstTjRqgZxMLdX1wYlIfWVDJNu2pGPUz11gTE3XTp02HhER4RPtme2z3NbWxg033EBfXx8vv/wypaWlQTkXCYl/IIkciTMDl8tFVVUVn3/+udeEtKmpifz8fG/7eklJCXl5eQG3iDscDhoaGujt7SU3N5eMjIyTCilRFLFarT4prvHxcbRarU9tj8FgCLtBqs0u8ufddj456MA9S7lORiIcrDweNN+otASBtjYT1lkcuedLpEFOtFGgsTVwMaDVCORk6qiq87+oNypCTlKilvpm/6M3WWkazFYXA8cDT+NpNTJu/E5wiotPLM4fHR31estFRkZSV1dHfHw8GzZs4N133+VHP/oR//qv/8oTTzzhvQmQkAgiksiRODMRRZHe3l7voMLy8nIOHjyIwWDw6eJau3YtWq12ztGe/v5+ampqMBqNFBYWotVq/Vqfw+HwGVY4OjqKKIrT2tfDlX7r7J8sTG7t8RUeidEC9fXHg+bMnZkko6FxNGjHy0lX09dvZTQIKa+lOVoGh5wMjQQQvVlqoLPX7neESiaD4qV6qurNs4rO+bA0R8ddWzNJSQpd1NDzWR4dHeWnP/0pf/nLX7DZJmcHXXzxxXznO99h48aNpKenh2wNEmcskshZSH7xi1/w6KOP0tvby8qVK3nqqafYsGHDrL//5ptv8uMf/5jW1lby8vJ4+OGHufTSS8O44i8vnmGABw4c8BE+w8PDrFy50sePaybLCavVSn19PcPDwyGxpRBF0VsP4Yn4WK1W9Hq9T4orlB1mblFk92Enf/q7DasNjDoYGRxlaCQ4NTPZKQLVtaNB6XYSBJHCXC3HqscCnhOjVrlJihNo6/b/dY2KUJCUqAkoepMYp0StltHeFbi3mEyAKy5P4N+/FT5jTVEU2bNnD5s3b2bp0qVceuml1NfXs2fPHo4cOUJeXh41NTWLriBf4rRGEjkLxe9//3uuvfZannvuOUpKSnjiiSd48803qaurm3FuSllZGeeeey4///nPufzyy3nttdd4+OGHOXjwIMuWLVuAM/jy43a7aW5u9qa4ysvLqaqqIj093VvXs2HDBj7++GNeeOEFXnrpJVauXBkWWwqYrIc40Y9LLpdPa18PdkHzmNnN25/Yqa4bpSUAJ+2p5KYKHK0aDcrguqgIGRE6gea2wDuN8nN19PbbAjIXLc430N5tx2wJ5Bh6mlqtTNgCD9/Exyq5/aZMVhQaAj7WXHE4HDz88MP813/9Fzt27OC2227z+VyOj4/T2NjIqlWrwrYmiTMCSeQsFCUlJaxfv56nn34amNxQ09PTueWWW9i+ffu037/yyisxm82899573sdKS0tZtWoVzz33XNjWfSYjiiKjo6Ps2bPHa0uxf/9+9Ho969evZ+3atV7hExkZuSDt6yaTyUf42O12DAbDND+uYKxtcNjJJ/vG+XiPicER/zffJalQeSw4E5dzM1R091j9bsX2YDTISUvWUNPgf+1NdKSCxITAojdGg5yUBDV1QWp3P2dDFLdsSZtXcXGgNDU1cf3112MymXj55ZdZu3Zt2J57ruzYsYMHHnjA57H8/Hxqa2sXaEUSQUKaeLwQ2O12Dhw4wN133+19TCaTceGFF8468ru8vJzbbrvN57GLL76Yt99+O6RrlfgCQRCIioriggsuoLKykiNHjnDjjTdy5ZVXcvjwYcrKynjjjTdobW2lqKjIZ1hhTk5OyIuGp84wgS9ScB7B09bWhslkQqVSTWtf92dtMZEyVuYMECVvB1U2tR1G9h2xYrPP/X4mNyU4AkcmEynI0XC02hRwAXRhnp7OnomABE5qopOhMVlAAicvW0v/oCMoAkerkXHTd1L5P2GcXOx2u3nttde44447uPrqq3nsscdCajwbKMXFxXz00Ufe//4ytLFLzB/pXQ8Cg4ODuFwuEhMTfR5PTEyc9c6ht7d3xt/v7e0N2TolZsZqtfLJJ5/w0UcfsXHjRgDOOeccbr75ZkRRpLu722tC+tvf/pZt27YRGRnp48W1evXqoEVUZkMQBLRaLVqtlqSkJGCyy8xTyDw0NERLSwsul2ta+/qpUm6jo6NUVVUhk8koKdmA0WjkQsD6LTdllWY+2WumvvVktSMi2UlwuMoU8HnGRMrRqeFIgMeKipCTFB9Y9CYmSkF8nIaGFv/FjUoJS3P0HAugg2sq+bk67vx+aIuLT2R4eJhbb72Vv//97+zatYt/+Zd/WfS1NgqFwvs9kThzkUSOxBlPREQEH3zwwYz/TxAEUlNTueKKK7jiiiu87eEVFRXeYuYnnniCsbExVq1a5RU+paWlJCYmhnwjkMvl0/y4LBaLN8XV2NjobfmdmuIyGAwIgoDL5aKpqYmOjg5ycnLIzMz0iQJpNTIuKDVyQamR7n4Hn+wb5+/7zQyPfpE+kgki6fFujtYEvokvyVTT2WWhvz+w9FTRUj3tnRPUBmDSuazAQGunLSCBk5aixukUgyJwZAJc8bVEvvOtJOTy8BUXf/bZZ3zve9+jsLCQw4cPk5ycHJbnDpSGhgZSUlLQaDRs3LiRn//852RkZCz0siTCjCRygkBcXBxyuZy+vj6fx/v6+ma9k0hKSprX70ssDgRBQKfTcd5553HeeecBk2H8hoYGrwnpzp07qampISsry2dCc1FRUchD5oIgoNfr0ev1pKamApNFop4UV19fH/X19QDo9XosFgsqlYq1a9cSFRV10mOnJCi5+vJovn1pFIdrJ/h43ziHay3E6l1U1QWWgpHLID9bzZHqwKI30VEK4mNUVNcHFr2Ji9VQ3RBIobNIWpKT7l4RtztwQRIfq+SO72eyvCB8xcV2u50HH3yQZ599lp07d7Jt27awz3Xyl5KSEl588UXy8/Pp6enhgQce4JxzzuHYsWPS/J4zDKnwOEiUlJSwYcMGnnrqKWBy48vIyODmm2+etfDYYrHw7rvveh8766yzWLFihVR4fJojiiLDw8NeE9Ly8nIqKiqQy+WsW7fOW9ezfv16jEZj2MP+DoeD2tpa+vr6MBgMOBwOJiYmMBgM3vRWVFTUnOYJjZudVDdYqGmc/GlomX/HUGy0HLVcDNgjqzjfQEu7BYvV/6LpZQUGWjtsWAIYXBgXo8SolwetU+3ckihu2ZyGIYzFxfX19WzZsgW73c6rr77KihUrwvbcoWBkZITMzEwef/xxtmzZstDLkfAfqbtqofj973/Ppk2b+OUvf8mGDRt44okneOONN6itrSUxMZFrr72W1NRUfv7znwOTLeTnnXceDz30EJdddhmvv/46P/vZz6QW8i8pdrvdW8zsaV/v7OykuLjYJ9qTlZUV0rvl4eFhqqurUSqVFBUVYTBMRgZsNpvPzJ6xsTEUCoVPXU9ERMQp29ddLpHmjglqG82TwqfBQv9JpvguzVLT2m4OSJjExSiJilAEZGYZE60gLkYTsCFmUZ6O1o6JgESSB61GxvevTeWic8NbXPzSSy+xfft2rrvuOh5++GG/B2AuNtavX8+FF17ovQZLnJZIImchefrpp73DAFetWsWTTz5JSUkJAOeffz5ZWVm8+OKL3t9/8803ue+++7zDAB955BFpGOAZgiiKdHR0+AwqrKysJC4uzseLa/Xq1ahUqoCjPS6Xi8bGRjo7O8nNzSUzM/Okx3S73T4TmkdGRnA4HBiNxmnt66diaMRBjTfaY6axbQJEkbxMNUdrAktPLS8w0NBiCWjezLJCI63tgQkTvU5GRoqGmsbgtIanJLi49l/V5GZFeU0yQx3xGxwc5Oabb2bfvn385je/4ZJLLln0xcVzZXx8nIyMDHbs2MG2bdsWejkS/iOJHAmJ0xFPwXBFRYXXhHTPnj2YzWbWrFnj48cVHx8/r81naGiI6upq1Go1RUVFfrX9etrXp/pxmUwmNBqNz7DCubSvOxxuWtqttHZa6ey20dkzQUf3BD19NhzOuV1WEuOU6HQKWtr9j7zExiiJiVbTFGD0JjdTw9CIk+EgOKHLBPjWZXFcer6K8fEvRKZMJvPpmAumBYgoinz88cd873vfY+3atbzwwgszDjA9nbj99tv52te+RmZmJt3d3fzkJz+hsrKS6upq4uPjF3p5Ev4jiRwJ/5iPJcXzzz/Prl27OHbsGABr167lZz/72UktLCTmj9vtpra21ifaU1dXR05OjjfSU1paSkFBwYxpJKfTSWNjI93d3XMyFp0vTqfTG+3xbMZut3uaH9dcJ0a73CJ9A3Y6uibo7PnHT/fkvx6rCQFYVmigrsmMfR7ze05kWaGRlvaJgExDFQooyJ30nQqGmWnCP4qLl51QXOx2u70WIJ6omscCZOpr7U+0Z2Jigh07dvCb3/yGhx9+mO9///unTXHxyfj2t7/N3//+d44fP058fDxf+cpX2LlzJ7m5uQu9NInAkESOxPyZryXFNddcw9lnn81ZZ52FRqPh4Ycf5q233qKqqsrb0SMRfERR5Pjx4z6iZ//+/SiVSu+gwtLSUtatW8fHH3/MU089xU9/+lNWrlyJTqcLy/qmOlaPjIxgsVjQ6XQ+tT3+bMZmi4vOngn6Bmy0tFvp7LHR1TNBZ68N2zxSVXHRSqKj1TQFaBGRkqgCAbp77QEdx8O5pVHcct3ci4unWoB4fqYOj5xLtKe6uprNmzcjl8t55ZVXKC4uDsq5SEiEEEnkSMyf+VpSnIjL5SI6Opqnn36aa6+9NtTLlZiCzWajsrLSK3zKysro7+9HoVBw4YUX8o1vfIOzzjqL9PT0BblDt9vtPhGIqZvx1NSLv631oigyOOSYFDw9Nrp6/xH96bXR12/D9Q/9IwhQXGCkuW0iYL+oZfl66posc06tnYzJ4uI0Ljo3JqDjTI32eF7nE6M9/f39rFy5EkEQeP755/nxj3/MTTfdxM6dO1GrwzdYUEIiACSRIzE/7HY7Op2OP/zhD3zjG9/wPr5p0yZGRkZ45513TnkMk8lEQkICb775JpdffnkolytxEj766COuv/56UlJSuOKKK2hsbGTPnj0cPnyYxMREb0FzaWkpK1euRKlULogf1/j4uE+Ka2JiAqPR6NO+Hsj0aIfDQX19PT29/cTELcHmMHB8xMmRajMNLRZ6B/yLvkRFKoiNUgYcBfKQn6vjzq2ZpCSGRmB4OuZGR0dpaGjgmmuuQalUkpSURH9/P/fccw833XTTKecjSUgsIiSRIzE/uru7SU1NpayszGtpAHDnnXfy6aefsnfv3lMeY+vWrXz44YdUVVXNqdtGIviYTCaWL1/O9u3b+d73vueN2oiiyPj4OPv27fNGevbu3cvExARr16716eSKjY1dkG6aqX5co6OjjI2NoVQqp/lxzcV9fWhoiKqqKnQ6HcXFxTN+Hk3jThparDS2WGhonZzt03cK4VOwREdHty0g53EPMgGu/JdErvnX8E4u/vOf/8yOHTuIjo4mOTmZgwcPen3Zbr75Zm666aawrEVCIgAkg06J8PLQQw/x+uuv88knn0gCZwExGo3U19dPK/IVBAGj0cgFF1zABRdcAEymF2tqarxdXPfeey+NjY3k5eX5zOzJz88PS4pLo9Gg0Wi8Xm4ul4uxsTGv8GltbcXpdE7z45qaYnG5XDQ0NNDd3U1eXh5paWmzCjajQcGa5UbWLP9i8u2YyUlDq4XGFisNLRYaWiz0DzrQagSy07VUNwSnNTwhTskdN00vLg4lVquV++67j1dffZXHH3+czZs3e9/X3t5e9uzZ47UFkZD4siFFcs5wAklXPfbYYzz44IN89NFHrFu3LhzLlQgBoijS39/vjfTs2bOH/fv3o9VqfVJca9euRafThT3a4/ELm5riGh8fR6vVEhkZiVqtpq+vD5VKxbJly4LmjD1qclLfbGHPwVEqKscYOMlQw7lwXmkUt2xOR687dUQqWBw9epTNmzej0+l45ZVXyM/PD9tz+8tDDz3E3Xffza233soTTzyx0MuRWFxI6SqJ+TNfSwqARx55hJ07d/Lhhx9SWloazuVKhBhRFLHZbBw8eNBnQvPAwAArVqzwifacLGISShwOhzfKMzIygkwmQxCEae3rwZolA9DSYaWicoyKyjGqG8y451i/rNXI2LopjQvPCV+0xOVy8cwzz/DTn/6UW2+9lR07dsy5I77P9gAADjpJREFUlX8hqaio4N/+7d+IiIjgq1/9qiRyJE5EEjkS82e+lhQPP/ww999/P6+99hpnn3229zgGg8FrEyDx5cLtdtPa2sru3bvZvXs3e/bs4ejRo6Smpnrb1zdu3Mjy5cuDKixmY3x8nGPHjiGKIsuWLcNgMEzrLrJYLOj1ep8UV7AiUSazkwNHTFRUjrH/yBhjpplrdQqWTBYXJyeEr3upp6eHG2+8kYaGBl566SXOO++802Jy8fj4OGvWrOGZZ57hwQcfZNWqVZLIkTgRSeRI+Md8LCmysrJoa2ubdoyf/OQn7NixI4yrllgoRFHEZDKxd+9ePv/8c8rLy9m3bx8Oh8NrQlpaWsqGDRuIjo4O2iYriiJtbW00NTWRkZFBbm7urHVDU2fJePy45HL5tPb1uRQ0nwy3W6Su2ULFoTH2VY7R1GZFJvtHcfE3w1tc/N577/GDH/yAiy66iGeeeYbo6OiwPHcw2LRpEzExMfznf/4n559/viRyJGZCEjkSEhILg8vl4tixY17n9fLycpqbmykoKPDp4srLy/OroNlisVBVVYXNZmPZsmXzbn12u92YTCYf4WO32zEYDNP8uAIRZceHHYyZnGRnhM/Y0mw2s337dv7whz/w5JNPcu21154W0RsPr7/+Ojt37qSiogKNRiOJHInZkESOxJnLfKwppvL6669z1VVX8fWvf5233347DCs9MxBFkd7eXp8JzQcPHsRgMPjU9axZswatVjvrpiyKIl1dXdTX15OSkkJeXl7A0RfPcU9sXzeZTKhUqmnt64vZ6uDQoUNs3ryZ2NhYXn755dPOuqCjo4N169bxv//7v6xYsQJAEjkSsyGJHIkzk/laU3hobW3lK1/5Cjk5OcTExEgiJ4R4RMWBAwd8oj3Dw8OsXLnSK3pKS0tJTk5GEARaWlp4//33Wb58OcXFxcTGxoZ0jS6Xa9qEZpfLNa19fTEU8bpcLp588kl+9rOfcccdd3DvvfeGpR4q2Lz99tt885vf9BGuLpcLQRCQyWTYbLagiFqJLwWSyJE4M/HHmsLlcnHuueeyefNmPvvsM0ZGRiSRE2bcbjdNTU1e0VNWVkZVVRUZGRlkZ2ezf/9+zj33XHbt2oVWG770jwePO/zUFJfZbEar1fqkuAwGQ1jTQ11dXVx//fV0dnaya9cuzjrrrNMqPTUVk8k0rcbvuuuuo6CggLvuuotly5Yt0MokFiHSMECJMw+73c6BAwe4++67vY/JZDIuvPBCysvLZ/27n/70pyQkJLBlyxY+++yzcCxV4gRkMhl5eXnk5eXx3e9+F1EUaWlp4brrrmPfvn2sX7+ezz77jKysrGkFzZGRkSHf2AVBQK/Xo9frveazDofDK3j6+vqor69HEARvtCcqKoqIiIiQRFVEUeStt95i27ZtXH755fzpT38iMjIy6M8TToxG4zQho9friY2NlQSORMBIIkfitGdwcBCXy+WdmOshMTGR2traGf/m888/54UXXqCysjIcS5SYI+3t7Zx99tmUlJTQ3NxMYmIiTqeTI0eOeKM9b7zxhteOYOqwwpycnLDUziiVSuLi4oiLiwMmo1Ee9/WRkRF6enqwWq0YDAYfP66T1R3NBZPJxJ133sm7777LL37xC7797W+fttEbCYlwIYkciTMOk8nEd77zHZ5//nnvRiWxOMjIyOA3v/kN//zP/+zdwBUKBWvWrGHNmjXccsstiKJId3e315biN7/5DbfccgtRUVE+XVxr1qxBrVaHXAjIZDKMRiNGo5H09HTgC3PMkZEROjs7qa6uRqFQ+NT1REREzLnWpKKigs2bN5OWlsbBgwfJysoK4RktPJ988slCL0HiS4JUkyNx2jNfa4rKykpWr17ts8G4/zG+ViaTUVdXd9p1qJzJeGwfKioqfCY0j42NsXr1ap9oT2Ji4oJEP9xuN2NjYz61PQ6HA6PROK19fSpOp5P/+I//4LHHHuPee+/lzjvvRKGQ7k0lzlikwmOJM5P5WFNMTEzQ2Njo89h9992HyWTiv/7rv1i6dOmi6J6R8B+3201DQ4M32lNeXk5NTQ1ZWVk+XVyFhYULIho8nWZTRY/JZEKtVvPcc8+xbNkyCgsLefrppzl+/Dgvv/yydzinhMQZjCRyJM5M5mtNcSLf/e53pe6qLzGiKDI8POwzs6eiogK5XM769eu9wmf9+vUYjcYFifY4nU4GBwf5z//8T3bv3k1NTQ0Oh4ONGzdyzjnncNZZZ7Fx48aQt9FLSCxipO4qiTOTK6+8koGBAe6//36vNcUHH3zgLUZub29f1APdJEKLIAjExMRw+eWXc/nllwOTac7Dhw97Rc8rr7xCZ2cnxcXF3mGFGzduJDMzMyyfHYVCgVarZXBwkLa2Nnbt2kVRUZG3tf72228nOTmZjz/+OORrkZD4siBFciQkJCSYjPZ0dHRQVlbmNSGtrKwkLi7Op65n1apVqFSqoEZ7RFGkrKyM66+/niVLlvDiiy96i5inYrfbFzSV+uyzz/Lss8/S2toKQHFxMffffz+XXHLJgq1J4oxCSldJSEhIBAPPIMB9+/Z501x79uzBYrGwevVqb4qrpKSE+Ph4v0WPw+Hg5z//OU899RQ7duzgtttuW7QTft99913kcjl5eXmIoshLL73Eo48+yqFDhyguLl7o5Ul8+ZFEjoTE6cx8/bdGRka49957+eMf/8jQ0BCZmZk88cQTXHrppWFc9ZmD2+2mtrbWK3rKysqor68nNzfXx4+roKBgTkKlqamJLVu2MD4+zssvv8zatWvDcBbBJSYmhkcffZQtW7Ys9FIkvvxIIkdC4nRlvv5bdruds88+m4SEBO655x5SU1Npa2sjKiqKlStXLsAZnHmIosjg4KC3bqa8vJz9+/ejVCrZsGGDt65n3bp16PV6b7TH7Xbz6quvcscdd3DNNdfw2GOPodfrF/hs5ofL5eLNN99k06ZNHDp0iKKiooVeksSXH0nkSEicrszXf+u5557j0Ucfpba29rQ0ZvyyYrPZqKys9E5o3rNnDz09PSxbtozS0lKWLVvG+++/z/79+/n1r3/N1772tdNqcvHRo0fZuHEjExMTGAwGXnvtNSlyKBEuJJEjIXE6Mt+BhgCXXnopMTEx6HQ63nnnHeLj47n66qu56667Fm1Nx5mIKIq0tbV5Z/a89dZbqFQqysvLSU5OXujlzRu73U57ezujo6P84Q9/4Ne//jWffvqpFMmRCAeSyJGQOB3p7u4mNTWVsrIyNm7c6H38zjvv5NNPP2Xv3r3T/qagoIDW1lauueYatm7dSmNjI1u3bmXbtm385Cc/CefyJeaBw+FAJpN9aYTohRdeSG5uLr/85S8XeikSX36kOTkSEmcKbrebhIQEfvWrXyGXy1m7di1dXV08+uijkshZxHzZUotutxubzbbQy5CQmBFJ5EhILALi4uKQy+X09fX5PN7X10dSUtKMf5OcnIxSqfSJCBQWFtLb27vg81QkvpzcfffdXHLJJWRkZGAymXjttdf45JNP+PDDDxd6aRISMyKNgJWQWASoVCrWrl3LX//6V+9jbrebv/71rz7pq6mcffbZNDY2es1FAerr60lOTpYEjkRI6O/v59prryU/P58LLriAiooKPvzwQy666KKFXpqExIxINTkSEouE+fpvdXR0UFxczKZNm/j/7d1fKHt/HMfx15Syi6WUuWClJDf+pGiF5GJxtXKt5E9ys81sLsi2VoQ7ueFOXK12JSWRm5Hyp+ZKLZE7JblxMYnwu/j1Xfl99Stfp3N+zu/5uNva6n1u1muf93mfdygU0uXlpYaHhzU2NqZYLGbx1QCA4bgnB/ipvrp/y+PxaHd3V5FIRI2NjaqsrFQ4HNbk5KRVlwAA/ymc5AAAgJ/gyyc53JMDwFDLy8uqrq5WSUmJvF6vTk9P//XzS0tLqqurk9PplMfjUSQS0dPTk0nVArAzQg4Aw6TTaUWjUSWTSZ2dnampqUk9PT26u7v79POpVEpTU1NKJpPK5XJaXV1VOp3W9PS0yZUDsCPaVQAM89XVFMFgULlc7sNU2cTEhE5OTnR4eGha3QB+BNpVAKzx/PysbDYrn89XeK+oqEg+n09HR0effqetrU3ZbLbQ0rq+vtb29ja7kAywsLCg1tZWuVwuud1u9fb26uLiwuqyAFMRcgAY4v7+Xq+vr4VpsF8qKip0e3v76Xf6+vo0MzOjjo4OFRcXq6amRl1dXbSrDLC/v69AIKDj42Pt7e3p5eVF3d3dyufzVpcGmIYRcgCWyWQymp+f18rKirxer66urhQOhzU7O6tEImF1eT/azs7Oh9fr6+tyu93KZrPq7Oy0qCrAXIQcAIb4k9UUiURC/f39GhkZkSQ1NDQon89rdHRUsVjsw3OB8D0PDw+SpLKyMosrAczDLwgAQ/zJaorHx8ffgsyvXVzfGIrAP7y9vWl8fFzt7e2qr6+3uhzANJzkADBMNBrVwMCAWlpaCqsp8vm8hoaGJOm31RR+v1+Li4tqbm4utKsSiYT8fv+HxaP4nkAgoPPzcybW8L9DyAFgmK+upojH43I4HIrH47q5uVF5ebn8fr/m5uasugTbCQaD2tra0sHBgaqqqqwuBzAVz8kBABt6f39XKBTSxsaGMpmMamtrrS4J+C4WdAIA/m5RpVIpbW5uyuVyFcb4S0tL5XQ6La4OMAcnOQBgQw7H539619bWNDg4aG4xgDE4yQEAMJ0GSIyQAwAAmyLkAAAAW/pOu+rLvTEAAACzcJIDAABsiZADAABsiZADAABsiZADAABsiZADAABsiZADAABsiZADAABsiZADAABsiZADAABsiZADAABsiZADAABsiZADAABs6S8eq2xQBju+CAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1: access data directly, some as attribute, some in data\n",
    "plt.plot(pc.v_ws_at_h_hub, pc.data_loops['zeta_padmount_avg_time'])\n",
    "\n",
    "# 2: use dataframe tools\n",
    "pc.data_loops.plot(y='zeta_padmount_avg_time')\n",
    "\n",
    "# 3: use built in plotting helper functions\n",
    "pc.plot_loop_data(ys=['zeta_padmount_avg_time'])\n",
    "pc.plot_pose_data_as_surf(keys=['power', 'v_a'])\n",
    "pc.plot_power_curve()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "RZCqE6zBpuhc"
   },
   "source": [
    "# Putting it all together\n",
    "\n",
    "This is the minimum set of things needed to calculate a power curve:\n",
    "\n",
    "This example has NOT removed the roll limits, which is why the power curve has a big dip - when invalid solutions are found, the loop inclination is raised until it works, but this is a big performance hit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "height": 448
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 99700,
     "status": "ok",
     "timestamp": 1528314672420,
     "user": {
      "displayName": "Nicholas Tucker",
      "photoUrl": "//lh5.googleusercontent.com/-SK4pN566-Lo/AAAAAAAAAAI/AAAAAAAACJw/XMl00Uy03gk/s50-c-k-no/photo.jpg",
      "userId": "101021799646106665401"
     },
     "user_tz": 240
    },
    "id": "kR2Kn9vPpuhd",
    "outputId": "700ec086-201e-4ec0-f552-83acc5e2fced"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now solving for v_w at h_ref: 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, \n",
      "Time to solve power curve is 133.64s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we need a kite\n",
    "m600 = cm.GetConfigByName()\n",
    "\n",
    "# we need a resource\n",
    "china_lake = rm.GetResourceByName('CL_nom')\n",
    "\n",
    "# then we make and solve a power curve\n",
    "m600pc = makani_FBL.KitePowerCurve(china_lake, m600)\n",
    "m600pc.solve()\n",
    "\n",
    "# then we do things with it\n",
    "m600pc.plot_power_curve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "nUCNn3VPpuhl"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "default_view": {},
   "last_runtime": {
    "build_target": "//research/colab/notebook:notebook_backend",
    "kind": "private"
   },
   "name": "FBL_Tutorial.ipynb",
   "provenance": [],
   "version": "0.3.2",
   "views": {}
  },
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
